path: root/analysis/paired_deltas.csv

dataset,view,compute_family,compute_label,seed,metric,direction,base_val,base_test,val,test,adaptive_test,val_delta,test_delta,adaptive_test_delta,adaptive_steps,fixed_steps,epochs,hidden,T,n_sup,source,base_source
ogbg-molbace,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6564102564102564,0.7423056859676577,0.7168498168498169,0.7209181011997913,,0.06043956043956045,-0.021387584767866397,,,,100,128,1,3,runs/ogbg-molbace_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6564102564102564,0.7423056859676577,0.6802197802197802,0.6833594157537818,0.7826464962615197,0.023809523809523836,-0.058946270213875884,0.04034081029386205,2.0921052631578947,8.0,100,128,1,3,runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6564102564102564,0.7423056859676577,0.6835164835164835,0.7118761954442705,0.7328290732046601,0.02710622710622712,-0.03042949052338717,-0.009476612762997605,2.1315789473684212,8.0,100,128,1,3,runs/ogbg-molbace_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6923076923076924,0.7838636758824552,0.717948717948718,0.7671709267953399,,0.02564102564102555,-0.016692749087115266,,,,100,128,1,3,runs/ogbg-molbace_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6923076923076924,0.7838636758824552,0.7355311355311356,0.7450878108155102,0.7645626847504782,0.04322344322344318,-0.03877586506694497,-0.01930099113197703,4.375,8.0,100,128,1,3,runs/ogbg-molbace_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7267399267399268,0.7969048861067639,0.7113553113553114,0.7532603025560771,,-0.015384615384615441,-0.04364458355068679,,,,100,128,1,3,runs/ogbg-molbace_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7267399267399268,0.7969048861067639,0.7164835164835166,0.8007303077725613,0.8120326899669622,-0.01025641025641022,0.003825421665797357,0.015127803860198297,2.598684210526316,8.0,100,128,1,3,runs/ogbg-molbace_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,film,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6703296703296703,0.7242218744566161,0.6652014652014652,0.7242218744566163,,-0.00512820512820511,2.220446049250313e-16,,,,100,128,1,3,runs/ogbg-molbace_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6703296703296703,0.7242218744566161,0.6467032967032967,0.6802295252999478,0.6732742131803164,-0.023626373626373542,-0.043992349156668276,-0.05094766127629968,5.256578947368421,8.0,100,128,1,3,runs/ogbg-molbace_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.702930402930403,0.7400452095287776,0.7025641025641026,0.751869240132151,,-0.000366300366300365,0.011824030603373337,,,,100,128,1,3,runs/ogbg-molbace_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.702930402930403,0.7400452095287776,0.7131868131868132,0.8261171970092158,0.8262910798122065,0.01025641025641022,0.0860719874804382,0.0862458702834289,4.006578947368421,8.0,100,128,1,3,runs/ogbg-molbace_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.638095238095238,0.7393496783168144,0.6373626373626374,0.7732568249000173,,-0.000732600732600619,0.03390714658320293,,,,100,128,1,3,runs/ogbg-molbace_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.638095238095238,0.7393496783168144,0.6615384615384615,0.4418362023995827,0.5362545644235784,0.02344322344322347,-0.2975134759172317,-0.20309511389323598,2.8421052631578947,8.0,100,128,1,3,runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.638095238095238,0.7393496783168144,0.7201465201465201,0.7483915840723353,0.7450878108155105,0.08205128205128209,0.009041905755520885,0.005738132498696036,3.960526315789474,8.0,100,128,1,3,runs/ogbg-molbace_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7128205128205128,0.7325682490001738,0.6893772893772894,0.7449139280125194,,-0.02344322344322347,0.012345679012345623,,,,100,128,1,3,runs/ogbg-molbace_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7128205128205128,0.7325682490001738,0.6534798534798535,0.6915319074943488,0.6788384628760215,-0.05934065934065935,-0.041036341505825025,-0.05372978612415236,3.9802631578947367,8.0,100,128,1,3,runs/ogbg-molbace_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.652014652014652,0.7336115458181186,0.6538461538461539,0.7169187967310032,,0.001831501831501825,-0.016692749087115377,,,,100,128,1,3,runs/ogbg-molbace_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.652014652014652,0.7336115458181186,0.6630036630036631,0.7275256477134411,0.7369153190749435,0.010989010989011061,-0.006085898104677523,0.003303773256824849,2.0526315789473686,8.0,100,128,1,3,runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.652014652014652,0.7336115458181186,0.6802197802197802,0.723526343244653,0.721961398017736,0.028205128205128216,-0.010085202573465568,-0.011650147800382649,3.473684210526316,8.0,100,128,1,3,runs/ogbg-molbace_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6641025641025642,0.7454355764214919,0.6684981684981685,0.6993566336289341,,0.004395604395604269,-0.046078942792557864,,,,100,128,1,3,runs/ogbg-molbace_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6641025641025642,0.7454355764214919,0.6824175824175824,0.7718657624760911,0.7697791688402017,0.01831501831501825,0.026430186054599125,0.02434359241870976,3.1710526315789473,8.0,100,128,1,3,runs/ogbg-molbace_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7311355311355311,0.8035124326204138,0.7461538461538462,0.7982959485306903,,0.015018315018315076,-0.005216484089723528,,,,100,128,1,3,runs/ogbg-molbace_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7311355311355311,0.8035124326204138,0.6926739926739928,0.6736219787862981,0.734828725439054,-0.038461538461538325,-0.12989045383411568,-0.06868370718135985,2.0,8.0,100,128,1,3,runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7311355311355311,0.8035124326204138,0.6908424908424909,0.7475221700573813,0.7638671535385151,-0.04029304029304015,-0.05599026256303252,-0.03964527908189874,4.276315789473684,8.0,100,128,1,3,runs/ogbg-molbace_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6758241758241759,0.7758650669448792,0.6703296703296704,0.7118761954442706,,-0.005494505494505475,-0.06398887150060861,,,,100,128,1,3,runs/ogbg-molbace_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6758241758241759,0.7758650669448792,0.7091575091575092,0.7821248478525474,0.7909928708050773,0.033333333333333326,0.006259780907668211,0.015127803860198075,3.75,8.0,100,128,1,3,runs/ogbg-molbace_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7421245421245422,0.7760389497478699,0.7234432234432234,0.7683881064162754,,-0.018681318681318726,-0.007650843331594492,,,,100,128,1,3,runs/ogbg-molbace_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7421245421245422,0.7760389497478699,0.7747252747252747,0.8019474873934969,0.7949921752738653,0.032600732600732596,0.02590853764562695,0.018953225525995432,4.980263157894737,8.0,100,128,1,3,runs/ogbg-molbace_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7516483516483518,0.6911841418883674,0.7036630036630036,0.7967310033037731,,-0.04798534798534815,0.1055468614154057,,,,100,128,1,3,runs/ogbg-molbace_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7516483516483518,0.6911841418883674,0.658974358974359,0.7480438184663536,0.7546513649800034,-0.09267399267399279,0.056859676577986185,0.063467223091636,2.6315789473684212,8.0,100,128,1,3,runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7516483516483518,0.6911841418883674,0.7095238095238096,0.7809076682316118,0.7337854286211093,-0.0421245421245422,0.08972352634324443,0.04260128673274188,3.914473684210526,8.0,100,128,1,3,runs/ogbg-molbace_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7172161172161172,0.7876890975482524,0.6912087912087912,0.7464788732394366,,-0.026007326007326026,-0.041210224308815824,,,,100,128,1,3,runs/ogbg-molbace_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7172161172161172,0.7876890975482524,0.6941391941391942,0.7231785776386715,0.7640410363415059,-0.023076923076922995,-0.0645105199095809,-0.023648061206746562,2.0,8.0,100,128,1,3,runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7172161172161172,0.7876890975482524,0.7395604395604396,0.7313510693792384,0.7617805599026256,0.022344322344322376,-0.05633802816901401,-0.02590853764562684,3.388157894736842,8.0,100,128,1,3,runs/ogbg-molbace_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6575091575091575,0.6965745087810815,0.6454212454212455,0.772735176491045,,-0.012087912087912045,0.07616066770996344,,,,100,128,1,3,runs/ogbg-molbace_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6575091575091575,0.6965745087810815,0.643956043956044,0.7117023126412798,0.7499565292992523,-0.013553113553113505,0.015127803860198297,0.05338202051817076,2.013157894736842,8.0,100,128,1,3,runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6575091575091575,0.6965745087810815,0.6615384615384615,0.7970787689097547,0.7988175969396626,0.004029304029304015,0.1005042601286732,0.10224308815858107,3.638157894736842,8.0,100,128,1,3,runs/ogbg-molbace_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7084249084249085,0.7344809598330725,0.7355311355311356,0.6805772909059293,,0.02710622710622712,-0.053903668927143156,,,,100,128,1,3,runs/ogbg-molbace_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7084249084249085,0.7344809598330725,0.6545787545787546,0.8191618848895844,0.8142931664058426,-0.05384615384615388,0.08468092505651192,0.0798122065727701,2.111842105263158,8.0,100,128,1,3,runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7084249084249085,0.7344809598330725,0.7084249084249085,0.7960354720918101,0.7776038949747869,0.0,0.06155451225873765,0.04312293514171439,2.5526315789473686,8.0,100,128,1,3,runs/ogbg-molbace_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6663003663003664,0.7363936706659711,0.6981684981684982,0.7487393496783169,,0.031868131868131866,0.012345679012345845,,,,100,128,1,3,runs/ogbg-molbace_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molbace,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6663003663003664,0.7363936706659711,0.6534798534798535,0.7191792731698834,0.729264475743349,-0.012820512820512886,-0.017214397496087663,-0.007129194922622095,2.710526315789474,8.0,100,128,1,3,runs/ogbg-molbace_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbace_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9146669321915762,0.6387924382716049,0.9359753061834113,0.6073495370370371,,0.02130837399183505,-0.03144290123456783,,,,100,128,1,3,runs/ogbg-molbbbp_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9146669321915762,0.6387924382716049,0.8797172159713232,0.5456211419753086,0.5880594135802469,-0.034949716220253,-0.09317129629629628,-0.050733024691357986,2.0098039215686274,8.0,100,128,1,3,runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9146669321915762,0.6387924382716049,0.9066016130638256,0.5573881172839507,0.6225887345679013,-0.008065319127750659,-0.08140432098765427,-0.01620370370370361,2.014705882352941,8.0,100,128,1,3,runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.9146669321915762,0.6387924382716049,0.8966444289554915,0.6170910493827161,0.6361882716049383,-0.018022503236084786,-0.02170138888888884,-0.0026041666666666297,2.0049019607843137,8.0,100,128,1,3,runs/ogbg-molbbbp_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molbbbp_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9366723090709947,0.6651234567901235,0.941451757442995,0.6634837962962963,,0.004779448372000283,-0.001639660493827244,,,,100,128,1,3,runs/ogbg-molbbbp_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9366723090709947,0.6651234567901235,0.9404560390321618,0.6411072530864197,0.636766975308642,0.0037837299611670483,-0.02401620370370383,-0.02835648148148151,2.1519607843137254,8.0,100,128,1,3,runs/ogbg-molbbbp_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9452354874041621,0.6514274691358024,0.9278104152145773,0.665895061728395,,-0.017425072189584778,0.01446759259259256,,,,100,128,1,3,runs/ogbg-molbbbp_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9452354874041621,0.6514274691358024,0.9496166484118291,0.6182484567901234,0.611014660493827,0.004381161007667056,-0.03317901234567899,-0.040412808641975384,2.1666666666666665,8.0,100,128,1,3,runs/ogbg-molbbbp_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,film,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9285074181021606,0.6300154320987654,0.939958179826745,0.6323302469135803,,0.011450761724584368,0.0023148148148148806,,,,100,128,1,3,runs/ogbg-molbbbp_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9285074181021606,0.6300154320987654,0.9392611769391616,0.5584490740740741,0.5745563271604939,0.010753758837000915,-0.07156635802469136,-0.05545910493827155,3.2058823529411766,8.0,100,128,1,3,runs/ogbg-molbbbp_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9346808722493279,0.6324266975308642,0.935577018819078,0.6559606481481481,,0.0008961465697500115,0.023533950617283916,,,,100,128,1,3,runs/ogbg-molbbbp_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9346808722493279,0.6324266975308642,0.9302997112416609,0.6648341049382716,0.6627121913580247,-0.004381161007667056,0.03240740740740733,0.030285493827160503,2.1372549019607843,8.0,100,128,1,3,runs/ogbg-molbbbp_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9385641740515782,0.667920524691358,0.9416509011251619,0.601658950617284,,0.003086727073583706,-0.06626157407407396,,,,100,128,1,3,runs/ogbg-molbbbp_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9385641740515782,0.667920524691358,0.9429453350592453,0.6137152777777778,0.675829475308642,0.004381161007667056,-0.054205246913580196,0.007908950617284027,2.0,8.0,100,128,1,3,runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9385641740515782,0.667920524691358,0.9528029473264961,0.6794945987654321,0.6629050925925926,0.014238773274917849,0.01157407407407407,-0.005015432098765427,2.269607843137255,8.0,100,128,1,3,runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.9385641740515782,0.667920524691358,0.9343821567260779,0.6946373456790124,0.6956983024691358,-0.004182017325500276,0.026716820987654377,0.02777777777777779,3.0049019607843137,8.0,100,128,1,3,runs/ogbg-molbbbp_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molbbbp_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9548939559892462,0.677469135802469,0.9429453350592453,0.6036844135802468,,-0.01194862093000093,-0.07378472222222221,,,,100,128,1,3,runs/ogbg-molbbbp_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9548939559892462,0.677469135802469,0.925121975505327,0.6313657407407408,0.6291473765432098,-0.029771980483919158,-0.046103395061728225,-0.04832175925925919,3.7892156862745097,8.0,100,128,1,3,runs/ogbg-molbbbp_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.925121975505327,0.5670331790123456,0.9526038036443294,0.5931712962962963,,0.02748182813900235,0.026138117283950657,,,,100,128,1,3,runs/ogbg-molbbbp_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.925121975505327,0.5670331790123456,0.9282087025789106,0.6619405864197531,0.6692708333333333,0.003086727073583595,0.09490740740740744,0.10223765432098764,2.0833333333333335,8.0,100,128,1,3,runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.925121975505327,0.5670331790123456,0.92044209897441,0.6527777777777778,0.65258487654321,-0.00467987653091706,0.08574459876543217,0.08555169753086433,4.872549019607843,8.0,100,128,1,3,runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.925121975505327,0.5670331790123456,0.9426466195359953,0.6331018518518519,0.638406635802469,0.017524644030668224,0.06606867283950624,0.07137345679012341,3.2058823529411766,8.0,100,128,1,3,runs/ogbg-molbbbp_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molbbbp_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.932390719904411,0.6160300925925926,0.9421487603305785,0.6976273148148147,,0.009758040426167458,0.0815972222222221,,,,100,128,1,3,runs/ogbg-molbbbp_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.932390719904411,0.6160300925925926,0.9205416708154933,0.591820987654321,0.5948109567901234,-0.011849049088917707,-0.024209104938271553,-0.021219135802469147,2.9166666666666665,8.0,100,128,1,3,runs/ogbg-molbbbp_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9268146968037438,0.5899884259259258,0.9336851538384945,0.6518132716049383,,0.006870457034750643,0.061824845679012475,,,,100,128,1,3,runs/ogbg-molbbbp_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9268146968037438,0.5899884259259258,0.9056058946529921,0.6368634259259259,0.6415895061728395,-0.021208802150751715,0.04687500000000011,0.05160108024691368,2.1176470588235294,8.0,100,128,1,3,runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9268146968037438,0.5899884259259258,0.9234292542069104,0.6602044753086419,0.6875,-0.003385442596833488,0.07021604938271608,0.09751157407407418,2.7941176470588234,8.0,100,128,1,3,runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.9268146968037438,0.5899884259259258,0.9495170765707459,0.6861496913580247,0.6808449074074074,0.022702379767002068,0.09616126543209891,0.09085648148148162,2.7058823529411766,8.0,100,128,1,3,runs/ogbg-molbbbp_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molbbbp_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9483222144777457,0.628761574074074,0.9502140794583291,0.5933641975308641,,0.0018918649805834686,-0.035397376543209846,,,,100,128,1,3,runs/ogbg-molbbbp_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9483222144777457,0.628761574074074,0.9406551827143284,0.6039737654320988,0.6147762345679012,-0.00766703176341732,-0.024787808641975162,-0.013985339506172756,2.5686274509803924,8.0,100,128,1,3,runs/ogbg-molbbbp_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9394603206213283,0.6364776234567902,0.9488200736831625,0.6480516975308641,,0.00935975306183412,0.011574074074073959,,,,100,128,1,3,runs/ogbg-molbbbp_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9394603206213283,0.6364776234567902,0.936771880912078,0.662133487654321,0.667824074074074,-0.0026884397092503676,0.025655864197530853,0.031346450617283805,3.5441176470588234,8.0,100,128,1,3,runs/ogbg-molbbbp_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.955391815194663,0.6417824074074073,0.9584785422682465,0.6682098765432098,,0.003086727073583484,0.026427469135802517,,,,100,128,1,3,runs/ogbg-molbbbp_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.955391815194663,0.6417824074074073,0.9379667430050782,0.6539351851851851,0.6563464506172839,-0.017425072189584778,0.01215277777777779,0.014564043209876587,2.3137254901960786,8.0,100,128,1,3,runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.955391815194663,0.6417824074074073,0.9500149357761626,0.6172839506172839,0.6179591049382716,-0.005376879418500402,-0.024498456790123413,-0.023823302469135776,4.686274509803922,8.0,100,128,1,3,runs/ogbg-molbbbp_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9182515184705764,0.6626157407407406,0.9534999502140794,0.583912037037037,,0.035248431743503006,-0.07870370370370361,,,,100,128,1,3,runs/ogbg-molbbbp_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9182515184705764,0.6626157407407406,0.9499153639350792,0.6603973765432098,0.6677276234567902,0.03166384546450285,-0.002218364197530742,0.005111882716049565,2.343137254901961,8.0,100,128,1,3,runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9182515184705764,0.6626157407407406,0.9132729264164094,0.5753279320987655,0.5887345679012346,-0.004978592054166953,-0.08728780864197505,-0.07388117283950602,3.593137254901961,8.0,100,128,1,3,runs/ogbg-molbbbp_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9300009957184109,0.6239390432098766,0.9285074181021606,0.6454475308641976,,-0.0014935776162502412,0.021508487654321007,,,,100,128,1,3,runs/ogbg-molbbbp_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9300009957184109,0.6239390432098766,0.9346808722493279,0.6516203703703703,0.6385030864197532,0.00467987653091706,0.027681327160493763,0.014564043209876587,2.0,8.0,100,128,1,3,runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9300009957184109,0.6239390432098766,0.947525639749079,0.6593364197530864,0.6675347222222222,0.017524644030668113,0.035397376543209846,0.04359567901234562,2.2549019607843137,8.0,100,128,1,3,runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.9300009957184109,0.6239390432098766,0.9522055162799961,0.6266396604938272,0.6264467592592592,0.022204520561585173,0.002700617283950657,0.0025077160493826023,2.7892156862745097,8.0,100,128,1,3,runs/ogbg-molbbbp_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molbbbp_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9476252115901622,0.6099537037037036,0.9459324902917455,0.6419753086419753,,-0.0016927212984166884,0.032021604938271664,,,,100,128,1,3,runs/ogbg-molbbbp_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9476252115901622,0.6099537037037036,0.9405556108732449,0.635030864197531,0.6146797839506173,-0.0070696007169173125,0.025077160493827355,0.0047260802469136776,2.014705882352941,8.0,100,128,1,3,runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9476252115901622,0.6099537037037036,0.9496166484118291,0.6579861111111112,0.6550925925925926,0.0019914368216669143,0.04803240740740755,0.04513888888888895,2.6176470588235294,8.0,100,128,1,3,runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.9476252115901622,0.6099537037037036,0.9534999502140795,0.6597222222222222,0.6678240740740741,0.005874738623917297,0.0497685185185186,0.05787037037037046,3.2450980392156863,8.0,100,128,1,3,runs/ogbg-molbbbp_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molbbbp_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9495170765707458,0.6156442901234568,0.9354774469779946,0.6221064814814815,,-0.01403962959275118,0.006462191358024727,,,,100,128,1,3,runs/ogbg-molbbbp_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molbbbp,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9495170765707458,0.6156442901234568,0.9397590361445782,0.642554012345679,0.6309799382716049,-0.009758040426167569,0.02690972222222221,0.01533564814814814,2.2254901960784315,8.0,100,128,1,3,runs/ogbg-molbbbp_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molbbbp_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.8515931251846744,0.9184287352726515,0.9029408385042188,0.8898090223473396,,0.05134771331954435,-0.028619712925311847,,,,100,128,1,3,runs/ogbg-molclintox_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.8515931251846744,0.9184287352726515,0.9391148757345941,0.8412244117749279,0.9026361519480067,0.08752175054991962,-0.07720432349772355,-0.015792583324644727,2.0405405405405403,8.0,100,128,1,3,runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.8515931251846744,0.9184287352726515,0.9156406973308382,0.7779932575678588,0.886122406422688,0.06404757214616374,-0.1404354777047927,-0.03230632884996343,2.1621621621621623,8.0,100,128,1,3,runs/ogbg-molclintox_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9462941987589875,0.8678231327981094,0.9135288420499689,0.8863352796024051,,-0.03276535670901859,0.018512146804295693,,,,100,128,1,3,runs/ogbg-molclintox_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9462941987589875,0.8678231327981094,0.942323287041597,0.8458372432488792,0.8651226844611268,-0.003970911717390502,-0.021985889549230198,-0.002700448336982575,2.722972972972973,8.0,100,128,1,3,runs/ogbg-molclintox_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.8927886667323287,0.9152165224342266,0.8816384319905446,0.8982283738226811,,-0.011150234741784115,-0.016988148611545517,,,,100,128,1,3,runs/ogbg-molclintox_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.8927886667323287,0.9152165224342266,0.9172116615778587,0.906584297779168,0.9058335939943698,0.02442299484553001,-0.008632224655058529,-0.009382928439856775,2.97972972972973,8.0,100,128,1,3,runs/ogbg-molclintox_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,film,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9048138481237074,0.7730589441490285,0.9453700055812732,0.8429647586278803,,0.0405561574575658,0.0699058144788518,,,,100,128,1,3,runs/ogbg-molclintox_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9048138481237074,0.7730589441490285,0.8531673725335697,0.8229512042539882,0.8409142251416258,-0.051646475590137686,0.04989226010495962,0.0678552809925973,3.5675675675675675,8.0,100,128,1,3,runs/ogbg-molclintox_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9514880659246856,0.849258853786536,0.9350807643061164,0.8328163556111632,,-0.01640730161856918,-0.0164424981753728,,,,100,128,1,3,runs/ogbg-molclintox_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9514880659246856,0.849258853786536,0.9506763189861781,0.8617905675459633,0.834407256803253,-0.000811746938507496,0.012531713759427299,-0.014851596983282978,2.3378378378378377,8.0,100,128,1,3,runs/ogbg-molclintox_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9318477297350538,0.8932080422618427,0.909733576282872,0.8791896917248809,,-0.022114153452181817,-0.014018350536961766,,,,100,128,1,3,runs/ogbg-molclintox_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9318477297350538,0.8932080422618427,0.9758757674250633,0.8739825530879644,0.8682749452611824,0.044028037690009514,-0.01922548917387834,-0.024933097000660265,2.054054054054054,8.0,100,128,1,3,runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9318477297350538,0.8932080422618427,0.9460307298335469,0.8712221527126125,0.8801906301046121,0.014183000098493048,-0.021985889549230198,-0.013017412157230623,2.2027027027027026,8.0,100,128,1,3,runs/ogbg-molclintox_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9820184510325356,0.8127689153025406,0.9398880462260745,0.8194027386786223,,-0.04213040480646113,0.00663382337608176,,,,100,128,1,3,runs/ogbg-molclintox_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9820184510325356,0.8127689153025406,0.962652253849437,0.7993926597852152,0.8024780175859313,-0.01936619718309862,-0.013376255517325353,-0.010290897716609293,2.52027027027027,8.0,100,128,1,3,runs/ogbg-molclintox_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9547104304146558,0.8586383067459077,0.9163892445582587,0.8788013067806625,,-0.0383211858563971,0.020163000034754797,,,,100,128,1,3,runs/ogbg-molclintox_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9547104304146558,0.8586383067459077,0.925691092944614,0.880287943558197,0.8739417161922636,-0.029019337470041706,0.021649636812289264,0.015303409446355887,2.0675675675675675,8.0,100,128,1,3,runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9547104304146558,0.8586383067459077,0.9599674972914409,0.8033521009279533,0.8111476036562055,0.005257066876785177,-0.055286205817954404,-0.04749070308970216,2.7094594594594597,8.0,100,128,1,3,runs/ogbg-molclintox_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9352564102564103,0.8869330622458556,0.9225425982468236,0.8839597886907865,,-0.012713812009586656,-0.0029732735550690448,,,,100,128,1,3,runs/ogbg-molclintox_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9352564102564103,0.8869330622458556,0.9456195213237466,0.9048100649914852,0.9068831891008932,0.01036311106733634,0.017877002745629644,0.01995012685503761,2.2972972972972974,8.0,100,128,1,3,runs/ogbg-molclintox_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.8917274040513478,0.850132937128558,0.849372106766473,0.8185512459597539,,-0.04235529728487475,-0.03158169116880405,,,,100,128,1,3,runs/ogbg-molclintox_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.8917274040513478,0.850132937128558,0.8659657244164286,0.805447815660515,0.8240981128140966,-0.025761679634919155,-0.04468512146804293,-0.026034824314461358,2.2094594594594597,8.0,100,128,1,3,runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.8917274040513478,0.850132937128558,0.9574583866837387,0.881274111145866,0.8484968546901609,0.06573098263239097,0.031141174017307982,-0.0016360824383970796,2.4121621621621623,8.0,100,128,1,3,runs/ogbg-molclintox_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9143020125414492,0.8881694644284572,0.957908171640566,0.8664451047857367,,0.043606159099116804,-0.02172435964272057,,,,100,128,1,3,runs/ogbg-molclintox_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9143020125414492,0.8881694644284572,0.9516390886109196,0.88216296527995,0.8780280123727106,0.037337076069470454,-0.0060064991485072605,-0.01014145205574668,2.4324324324324325,8.0,100,128,1,3,runs/ogbg-molclintox_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9251534850126399,0.8369808501025267,0.9147271742342165,0.804700587356202,,-0.010426310778423487,-0.03228026274632467,,,,100,128,1,3,runs/ogbg-molclintox_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9251534850126399,0.8369808501025267,0.9416239863422963,0.852654398220554,0.8698067632850242,0.01647050132965633,0.015673548118027347,0.0328259131824975,2.5675675675675675,8.0,100,128,1,3,runs/ogbg-molclintox_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9285867887980563,0.8602891599763668,0.9064094356347877,0.8734968546901609,,-0.02217735316326863,0.013207694713794127,,,,100,128,1,3,runs/ogbg-molclintox_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9285867887980563,0.8602891599763668,0.8294650185495256,0.9034242171480207,0.9194748548986897,-0.09912177024853075,0.04313505717165389,0.05918569492232295,2.22972972972973,8.0,100,128,1,3,runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9285867887980563,0.8602891599763668,0.874143110410716,0.8539203419872797,0.8613908872901679,-0.05444367838734032,-0.006368817989087061,0.001101727313801093,3.675675675675676,8.0,100,128,1,3,runs/ogbg-molclintox_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9243803145211595,0.9184252597921663,0.9055377720870679,0.8978999409168318,,-0.01884254243409167,-0.020525318875334486,,,,100,128,1,3,runs/ogbg-molclintox_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9243803145211595,0.9184252597921663,0.9116172559834532,0.8402903763945366,0.8415754353039308,-0.012763058537706318,-0.07813488339762964,-0.07684982448823552,2.0337837837837838,8.0,100,128,1,3,runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9243803145211595,0.9184252597921663,0.957693949243245,0.8777291210509853,0.8950795885031105,0.03331363472208548,-0.04069613874118094,-0.023345671289055736,2.2567567567567566,8.0,100,128,1,3,runs/ogbg-molclintox_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9194852096260546,0.8985793973516839,0.9219696969696969,0.9054147985959059,,0.002484487343642261,0.006835401244221995,,,,100,128,1,3,runs/ogbg-molclintox_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.9194852096260546,0.8985793973516839,0.9309095833743721,0.8809821707851111,0.9033008375907969,0.011424373748317507,-0.01759722656657281,0.004721440239113028,2.0878378378378377,8.0,100,128,1,3,runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9194852096260546,0.8985793973516839,0.9152647821661906,0.8882589580509506,0.8904589371980676,-0.004220427459864062,-0.010320439300733342,-0.008120460153616338,2.25,8.0,100,128,1,3,runs/ogbg-molclintox_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.923656390557799,0.7998149306641643,0.9182762073607145,0.8432784207416675,,-0.005380183197084554,0.043463490077503164,,,,100,128,1,3,runs/ogbg-molclintox_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.923656390557799,0.7998149306641643,0.8678740273810697,0.8432636499496056,0.8344932749452612,-0.055782363176729355,0.04344871928544125,0.03467834428109684,2.0,8.0,100,128,1,3,runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.923656390557799,0.7998149306641643,0.9001050592599888,0.8008871163938415,0.8083576616967296,-0.023551331297810174,0.0010721857296771553,0.00854273103256531,2.5945945945945947,8.0,100,128,1,3,runs/ogbg-molclintox_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.9270511178961884,0.8763771591422514,0.9321957385337667,0.8521686998227505,,0.005144620637578257,-0.024208459319500997,,,,100,128,1,3,runs/ogbg-molclintox_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molclintox,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.9270511178961884,0.8763771591422514,0.8521414031977412,0.7332707746846001,0.7908464532721649,-0.0749097146984472,-0.14310638445765134,-0.0855307058700866,3.2567567567567566,8.0,100,128,1,3,runs/ogbg-molclintox_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molclintox_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.608295202255249,1.5212217569351196,1.4195600748062134,1.4928637742996216,,0.18873512744903564,0.028357982635498047,,,,100,128,1,3,runs/ogbg-molesol_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.608295202255249,1.5212217569351196,1.6270278692245483,1.2973164319992065,1.0733075141906738,-0.018732666969299316,0.22390532493591309,0.4479142427444458,2.814159292035398,8.0,100,128,1,3,runs/ogbg-molesol_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0194642543792725,1.0665998458862305,1.003442406654358,1.1272348165512085,,0.01602184772491455,-0.06063497066497803,,,,100,128,1,3,runs/ogbg-molesol_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0194642543792725,1.0665998458862305,1.3099640607833862,1.5309946537017822,1.038582682609558,-0.29049980640411377,-0.46439480781555176,0.028017163276672363,2.575221238938053,8.0,100,128,1,3,runs/ogbg-molesol_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9649985432624817,0.8722475171089172,0.9198977947235107,0.8840651512145996,,0.04510074853897095,-0.011817634105682373,,,,100,128,1,3,runs/ogbg-molesol_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9649985432624817,0.8722475171089172,1.0643402338027954,1.0342040061950684,0.8497806787490845,-0.09934169054031372,-0.16195648908615112,0.022466838359832764,2.601769911504425,8.0,100,128,1,3,runs/ogbg-molesol_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,film,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0717737674713135,1.2896088361740112,1.0196408033370972,1.084921956062317,,0.05213296413421631,0.20468688011169434,,,,100,128,1,3,runs/ogbg-molesol_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0717737674713135,1.2896088361740112,1.3673769235610962,1.3647929430007935,1.128640055656433,-0.2956031560897827,-0.07518410682678223,0.16096878051757812,3.6106194690265485,8.0,100,128,1,3,runs/ogbg-molesol_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0367836952209473,0.9878302216529846,1.001816987991333,0.9779817461967468,,0.03496670722961426,0.009848475456237793,,,,100,128,1,3,runs/ogbg-molesol_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0367836952209473,0.9878302216529846,0.9842343926429749,0.9534291625022888,0.8805939555168152,0.05254930257797241,0.0344010591506958,0.10723626613616943,2.4867256637168142,8.0,100,128,1,3,runs/ogbg-molesol_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0408910512924194,1.1161426305770874,0.9590842127799988,0.9305291175842285,,0.08180683851242065,0.1856135129928589,,,,100,128,1,3,runs/ogbg-molesol_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0408910512924194,1.1161426305770874,1.0293915271759033,1.2572919130325317,0.9221709370613098,0.011499524116516113,-0.14114928245544434,0.1939716935157776,2.7168141592920354,8.0,100,128,1,3,runs/ogbg-molesol_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0088852643966675,0.8762271404266357,1.0026726722717285,0.920613169670105,,0.006212592124938965,-0.04438602924346924,,,,100,128,1,3,runs/ogbg-molesol_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0088852643966675,0.8762271404266357,1.1622369289398193,1.4459298849105835,1.0918991565704346,-0.15335166454315186,-0.5697027444839478,-0.21567201614379883,2.6106194690265485,8.0,100,128,1,3,runs/ogbg-molesol_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0186669826507568,0.9899855852127075,0.9646593928337097,1.0798395872116089,,0.05400758981704712,-0.08985400199890137,,,,100,128,1,3,runs/ogbg-molesol_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0186669826507568,0.9899855852127075,1.4046697616577148,2.065119504928589,0.9663381576538086,-0.386002779006958,-1.0751339197158813,0.023647427558898926,2.982300884955752,8.0,100,128,1,3,runs/ogbg-molesol_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.0286154747009277,1.0806611776351929,1.0580767393112183,1.0950747728347778,,-0.029461264610290527,-0.014413595199584961,,,,100,128,1,3,runs/ogbg-molesol_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.0286154747009277,1.0806611776351929,1.3110343217849731,2.039428472518921,1.099277138710022,-0.2824188470840454,-0.958767294883728,-0.0186159610748291,2.8849557522123894,8.0,100,128,1,3,runs/ogbg-molesol_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9740990400314331,0.9732325673103333,1.0048154592514038,0.9968388080596924,,-0.030716419219970703,-0.02360624074935913,,,,100,128,1,3,runs/ogbg-molesol_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9740990400314331,0.9732325673103333,1.148048996925354,1.2080546617507935,1.0046480894088745,-0.1739499568939209,-0.2348220944404602,-0.03141552209854126,2.743362831858407,8.0,100,128,1,3,runs/ogbg-molesol_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9680215120315552,1.0037521123886108,0.9934180974960327,1.0794438123703003,,-0.02539658546447754,-0.07569169998168945,,,,100,128,1,3,runs/ogbg-molesol_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9680215120315552,1.0037521123886108,1.1587085723876953,1.3228503465652466,0.9323515295982361,-0.19068706035614014,-0.31909823417663574,0.07140058279037476,2.398230088495575,8.0,100,128,1,3,runs/ogbg-molesol_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.1494333744049072,1.0638543367385864,1.055277943611145,1.0367581844329834,,0.09415543079376221,0.027096152305603027,,,,100,128,1,3,runs/ogbg-molesol_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.1494333744049072,1.0638543367385864,1.0765037536621094,1.0843762159347534,0.9588797688484192,0.07292962074279785,-0.020521879196166992,0.10497456789016724,3.4070796460176993,8.0,100,128,1,3,runs/ogbg-molesol_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.911565363407135,0.9152661561965942,0.9840529561042786,0.9092428088188171,,-0.07248759269714355,0.0060233473777771,,,,100,128,1,3,runs/ogbg-molesol_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.911565363407135,0.9152661561965942,1.280998706817627,1.4175682067871094,0.9829455614089966,-0.36943334341049194,-0.5023020505905151,-0.06767940521240234,2.601769911504425,8.0,100,128,1,3,runs/ogbg-molesol_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9491544961929321,0.8908001780509949,0.9873355627059937,0.8825017213821411,,-0.03818106651306152,0.00829845666885376,,,,100,128,1,3,runs/ogbg-molesol_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9491544961929321,0.8908001780509949,1.093890905380249,1.0833443403244019,0.9181241989135742,-0.1447364091873169,-0.19254416227340698,-0.027324020862579346,3.230088495575221,8.0,100,128,1,3,runs/ogbg-molesol_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,1.061699628829956,0.9779573082923889,1.0129139423370361,0.9372893571853638,,0.04878568649291992,0.040667951107025146,,,,100,128,1,3,runs/ogbg-molesol_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,1.061699628829956,0.9779573082923889,1.0345253944396973,1.0465621948242188,0.9780674576759338,0.02717423439025879,-0.06860488653182983,-0.00011014938354492188,3.2831858407079646,8.0,100,128,1,3,runs/ogbg-molesol_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9323490858078003,0.9677547216415405,0.9035957455635071,0.9462130665779114,,0.028753340244293213,0.02154165506362915,,,,100,128,1,3,runs/ogbg-molesol_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9323490858078003,0.9677547216415405,1.0871219635009766,1.2508167028427124,1.01895010471344,-0.15477287769317627,-0.2830619812011719,-0.051195383071899414,2.353982300884956,8.0,100,128,1,3,runs/ogbg-molesol_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9397740960121155,0.9491862058639526,0.9840657114982605,1.0003974437713623,,-0.04429161548614502,-0.05121123790740967,,,,100,128,1,3,runs/ogbg-molesol_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molesol,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9397740960121155,0.9491862058639526,1.066428780555725,0.9533939361572266,0.8505216836929321,-0.12665468454360962,-0.004207730293273926,0.09866452217102051,2.2831858407079646,8.0,100,128,1,3,runs/ogbg-molesol_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molesol_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,6.046187400817871,4.647761821746826,5.559294700622559,3.654918670654297,,0.4868927001953125,0.9928431510925293,,,,100,128,1,3,runs/ogbg-molfreesolv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,4.26617956161499,2.9769132137298584,5.068253993988037,3.6822547912597656,,-0.8020744323730469,-0.7053415775299072,,,,100,128,1,3,runs/ogbg-molfreesolv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.9480721950531006,2.2430641651153564,3.0142416954040527,2.2398786544799805,,-0.06616950035095215,0.0031855106353759766,,,,100,128,1,3,runs/ogbg-molfreesolv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,film,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,3.1545956134796143,2.9581117630004883,3.2952098846435547,3.304159164428711,,-0.14061427116394043,-0.34604740142822266,,,,100,128,1,3,runs/ogbg-molfreesolv_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,4.208639144897461,2.7368204593658447,3.9983770847320557,2.5965566635131836,,0.21026206016540527,0.14026379585266113,,,,100,128,1,3,runs/ogbg-molfreesolv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,3.7172489166259766,2.4850735664367676,3.5887632369995117,2.4443516731262207,,0.12848567962646484,0.040721893310546875,,,,100,128,1,3,runs/ogbg-molfreesolv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,3.9998085498809814,2.558762788772583,4.300873279571533,2.9063339233398438,,-0.30106472969055176,-0.34757113456726074,,,,100,128,1,3,runs/ogbg-molfreesolv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,4.018989086151123,3.4898324012756348,3.9742789268493652,3.4291605949401855,,0.04471015930175781,0.06067180633544922,,,,100,128,1,3,runs/ogbg-molfreesolv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,3.296074151992798,3.144200086593628,4.446825981140137,3.740544319152832,,-1.1507518291473389,-0.5963442325592041,,,,100,128,1,3,runs/ogbg-molfreesolv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.5313968658447266,2.7952840328216553,2.9106228351593018,3.142881155014038,,-0.3792259693145752,-0.3475971221923828,,,,100,128,1,3,runs/ogbg-molfreesolv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,3.5022244453430176,2.2976508140563965,3.7380001544952393,2.193081855773926,,-0.23577570915222168,0.1045689582824707,,,,100,128,1,3,runs/ogbg-molfreesolv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.737367630004883,2.8884994983673096,2.5060386657714844,3.1891541481018066,,0.23132896423339844,-0.30065464973449707,,,,100,128,1,3,runs/ogbg-molfreesolv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.3625338077545166,2.2610387802124023,3.3333704471588135,2.4279491901397705,,-0.9708366394042969,-0.16691040992736816,,,,100,128,1,3,runs/ogbg-molfreesolv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.4772303104400635,2.0041325092315674,3.0919928550720215,2.0244016647338867,,-0.614762544631958,-0.020269155502319336,,,,100,128,1,3,runs/ogbg-molfreesolv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,3.9146761894226074,2.4146173000335693,3.9261200428009033,2.4886999130249023,,-0.011443853378295898,-0.07408261299133301,,,,100,128,1,3,runs/ogbg-molfreesolv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,2.687361001968384,2.3825674057006836,2.735919952392578,2.0588314533233643,,-0.048558950424194336,0.32373595237731934,,,,100,128,1,3,runs/ogbg-molfreesolv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molfreesolv,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,4.094240665435791,2.3205413818359375,4.417959690093994,2.432546377182007,,-0.3237190246582031,-0.11200499534606934,,,,100,128,1,3,runs/ogbg-molfreesolv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molfreesolv_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7674851190476192,0.7000000000000001,0.7573179992161474,0.7228548253152822,,-0.010167119831471783,0.022854825315282157,,,,100,128,1,3,runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,appnp,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.6934707524985303,0.7044149172444427,0.75122170781893,0.7448212595840012,,0.057750955320399755,0.04040634233955853,,,,100,128,1,3,runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,appnp,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7213342641583382,0.690191004075011,0.7619568146188516,0.72329708955368,,0.04062255046051333,0.033106085478669,,,,100,128,1,3,runs/ogbg-molhiv_appnp_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,appnp,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7674851190476192,0.7000000000000001,0.7203422006662747,0.682502558952471,,-0.047142918381344434,-0.01749744104752904,,,,100,128,3,3,runs/ogbg-molhiv_appnp_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7674851190476192,0.7000000000000001,0.7323571918479326,0.7487070047702736,0.7287433129260897,-0.035127927199686604,0.048707004770273565,0.02874331292608967,2.0063214198881596,8.0,100,128,1,3,runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7674851190476192,0.7000000000000001,0.7378778414658045,0.6883099325981575,0.7290619749319223,-0.029607277581814695,-0.01169006740184253,0.029061974931922196,2.102358375881352,8.0,100,128,1,3,runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.7674851190476192,0.7000000000000001,0.720568783068783,0.7274165202108962,0.747511539427181,-0.046916335978836154,0.027416520210896134,0.04751153942718089,2.2569900316070997,8.0,100,128,1,3,runs/ogbg-molhiv_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molhiv_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7872115667254557,0.7296336352575368,0.7956441064079952,0.6966917089939937,,0.008432539682539542,-0.032941926263543087,,,,100,128,1,3,runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,arma,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7766081226729374,0.7197338689430077,0.7571649029982364,0.6928774213484231,,-0.019443219674701084,-0.02685644759458461,,,,100,128,1,3,runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,arma,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7759957378012934,0.7694818362656676,0.7940457818930041,0.7463856003399061,,0.018050044091710737,-0.023096235925761488,,,,100,128,1,3,runs/ogbg-molhiv_arma_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,arma,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7872115667254557,0.7296336352575368,0.7926495443856555,0.7317541860599857,,0.005437977660199822,0.002120550802448884,,,,100,128,3,3,runs/ogbg-molhiv_arma_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7872115667254557,0.7296336352575368,0.7861153978052127,0.7306939106587612,0.7378782904266208,-0.0010961689202430014,0.001060275401224442,0.008244655169084014,2.085825431558473,8.0,100,128,1,3,runs/ogbg-molhiv_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.783120835782873,0.7281735838853589,0.794682662159514,0.7290194866644778,,0.011561826376641049,0.00084590277911889,,,,100,128,1,3,runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,cheb,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7577895355673133,0.7291006006295989,0.7655423280423279,0.7438594797118523,,0.007752792475014592,0.014758879082253373,,,,100,128,1,3,runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,cheb,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7987825788751715,0.7219181521466231,0.8092084313149128,0.7313505475192645,,0.010425852439741368,0.0094323953726414,,,,100,128,1,3,runs/ogbg-molhiv_cheb_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,cheb,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.783120835782873,0.7281735838853589,0.7734757740544776,0.7425713126943356,,-0.009645061728395299,0.014397728808976717,,,,100,128,3,3,runs/ogbg-molhiv_cheb_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.783120835782873,0.7281735838853589,0.7825329463060945,0.7205932907163135,0.7218775951640628,-0.0005878894767784582,-0.0075802931690454045,-0.0062959887212961085,2.2939460247994163,8.0,100,128,1,3,runs/ogbg-molhiv_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,film,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7921535126396236,0.7842136773595473,0.8251457475994514,0.7725487166611946,,0.032992234959827726,-0.011664960698352655,,,,100,128,1,3,runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,film,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7384259259259259,0.7277853956237085,0.7767214138741916,0.721711504664053,,0.03829548794826565,-0.006073890959655492,,,,100,128,1,3,runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,film,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.8214622525965118,0.7396087216825356,0.8191688712522045,0.7626895073292261,,-0.0022933813443073436,0.023080785646690583,,,,100,128,1,3,runs/ogbg-molhiv_film_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,film,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7921535126396236,0.7842136773595473,0.7633101851851851,0.7727785395623709,,-0.028843327454438517,-0.01143513779717642,,,,100,128,3,3,runs/ogbg-molhiv_film_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7921535126396236,0.7842136773595473,0.8150199637468156,0.7415303501419496,0.7291546766063463,0.022866451107191987,-0.04268332721759771,-0.055059000753201026,2.2144420131291027,8.0,100,128,1,3,runs/ogbg-molhiv_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7834576474622771,0.75625253481141,0.8049003037428963,0.7485679522586377,,0.021442656280619254,-0.007684582552772268,,,,100,128,1,3,runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gatv2,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7755777851263962,0.7039629965816258,0.7392587693513621,0.7076787886981208,,-0.03631901577503405,0.003715792116495087,,,,100,128,1,3,runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,gatv2,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.793114956888105,0.7273817570829874,0.7761641436409955,0.724479035902586,,-0.016950813247109453,-0.0029027211804013575,,,,100,128,1,3,runs/ogbg-molhiv_gatv2_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,gatv2,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7834576474622771,0.75625253481141,0.7835464432686655,0.746617354525966,,8.879580638843088e-05,-0.009635180285443967,,,,100,128,3,3,runs/ogbg-molhiv_gatv2_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7834576474622771,0.75625253481141,0.7722111992945326,0.7005330346279379,0.7209988605419185,-0.01124644816774445,-0.05571950018347205,-0.03525367426949144,2.161196207148067,8.0,100,128,1,3,runs/ogbg-molhiv_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gatv2,view-only,view-only-T0-ns3,0,rocauc,1,0.7834576474622771,0.75625253481141,0.7634357240838722,0.6885629309179396,,-0.020021923378404916,-0.06768960389347034,,,,100,128,-1,3,runs/ogbg-molhiv_gatv2_classic_T0_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7754323437193807,0.719778288495336,0.783344356261023,0.7447787713165569,,0.0079120125416422,0.025000482821220915,,,,100,128,1,3,runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gcn,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.774963869292573,0.7313544100890322,0.7912043160885752,0.7217501303617297,,0.016240446796002228,-0.00960427972730249,,,,100,128,1,3,runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,gcn,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7749179404271997,0.7569246219509841,0.7741386806780326,0.7494157863226405,,-0.0007792597491671494,-0.007508835628343591,,,,100,128,1,3,runs/ogbg-molhiv_gcn_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,gcn,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7754323437193807,0.719778288495336,0.7454683519498334,0.7482879159504818,,-0.029963991769547338,0.028509627455145847,,,,100,128,3,3,runs/ogbg-molhiv_gcn_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7754323437193807,0.719778288495336,0.7712620027434841,0.7476081036713725,0.7387782691824871,-0.004170340975896636,0.027829815176036554,0.01899998068715114,2.012156576707999,8.0,100,128,1,3,runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7754323437193807,0.719778288495336,0.76521164021164,0.7279630738330211,0.7195040460418316,-0.010220703507740736,0.008184785337685074,-0.0002742424535043808,2.1412594213469487,8.0,100,128,1,3,runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.7754323437193807,0.719778288495336,0.7437720458553793,0.7537553834566137,0.7804708472546787,-0.031660297864001485,0.033977094961277765,0.06069255875934276,2.135910527595429,8.0,100,128,1,3,runs/ogbg-molhiv_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gcn,view-only,view-only-T0-ns3,0,rocauc,1,0.7754323437193807,0.719778288495336,0.7599512541642173,0.7072114177562332,,-0.015481089555163474,-0.012566870739102787,,,,100,128,-1,3,runs/ogbg-molhiv_gcn_classic_T0_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7530159954928474,0.7313524788041483,0.77400548696845,0.7589563336487767,,0.020989491475602584,0.02760385484462835,,,,100,128,1,3,runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gen,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7787851508916324,0.7435079858629947,0.7575843866353126,0.7301454257517527,,-0.021200764256319782,-0.013362560111242039,,,,100,128,1,3,runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,gen,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7559125759357241,0.7565596091079395,0.7676060650597687,0.7570231174800596,,0.011693489124044554,0.00046350837212005835,,,,100,128,1,3,runs/ogbg-molhiv_gen_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,gen,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7530159954928474,0.7313524788041483,0.8127970066627475,0.7631375654222755,,0.05978101116990009,0.03178508661812718,,,,100,128,3,3,runs/ogbg-molhiv_gen_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7530159954928474,0.7313524788041483,0.769011488340192,0.7434075590490352,0.7426736707931786,0.015995492847344583,0.012055080244886884,0.011321191989030255,2.178215414539266,8.0,100,128,1,3,runs/ogbg-molhiv_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.7710048010973936,0.7667761061434172,,0.005490030374289412,0.051463913941945605,,,,100,128,1,3,runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gin,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.8101576278659612,0.755140114718322,0.7900285371350186,0.7325170435890999,,-0.0201290907309426,-0.022623071129222128,,,,100,128,1,3,runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s1.json
ogbg-molhiv,gin,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.8099769743288261,0.7394638753162479,0.7518616500097983,0.7650823693002955,,-0.05811532431902777,0.025618493984047586,,,,100,128,1,3,runs/ogbg-molhiv_gin_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,gin,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.7650432343719381,0.7796751578825393,,-0.0004715363511660353,0.0643629656810677,,,,300,128,3,3,runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gin,fixed-rrog,fixed-rrog-T3-ns3,1,rocauc,1,0.8101576278659612,0.755140114718322,0.7921565745639819,0.7489503466656366,,-0.01800105330197932,-0.0061897680526853405,,,,300,128,3,3,runs/ogbg-molhiv_gin_fixed-rrog_T3_ns3_h128_e300_s1.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s1.json
ogbg-molhiv,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.7412490201842054,0.7254234342107805,0.7567005929044593,-0.02426575053889879,0.010111242009308907,0.04138840070298777,2.00024313153416,8.0,100,128,1,3,runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.7622844405251813,0.728463276617934,0.7414685490256668,-0.0032303301979228483,0.0131510844164624,0.02615635682419526,2.1835643082907854,8.0,100,128,1,3,runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.774284122085048,0.6994457212383399,0.6907394889820196,0.0087693513619439,-0.01586647096313165,-0.02457270321945193,2.0816921954777534,8.0,100,128,1,3,runs/ogbg-molhiv_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min4-loss0.1-lq0.1-hex0.1-qw30,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.7663414902998235,0.7403561289325787,0.7403561289325788,0.0008267195767193147,0.025043936731107164,0.025043936731107275,8.0,8.0,100,128,1,3,runs/ogbg-molhiv_gin_rrog-act_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gin,view-only,view-only-T0-ns3,0,rocauc,1,0.7655147707231041,0.7153121922014716,0.8085501175778953,0.7444832847293305,,0.04303534685479116,0.029171092527858877,,,,100,128,-1,3,runs/ogbg-molhiv_gin_view-only_T0_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gin_classic_T0_ns1_h128_e300_s0.json
ogbg-molhiv,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7942448069762884,0.7445141852874717,0.7489589457182049,0.7375634909905561,,-0.04528586125808354,-0.006950694296915638,,,,100,128,1,3,runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gine,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.763098912404468,0.7342204368566407,0.7576823682147755,0.7671121497132043,,-0.005416544189692507,0.03289171285656356,,,,100,128,1,3,runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,gine,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7786351165980796,0.7729069700071457,0.7872697432882618,0.7010158558488964,,0.008634626690182223,-0.07189111415824934,,,,100,128,1,3,runs/ogbg-molhiv_gine_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,gine,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7942448069762884,0.7445141852874717,0.7574588477366255,0.7400818864790746,,-0.03678595923966288,-0.004432298808397128,,,,100,128,3,3,runs/ogbg-molhiv_gine_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7942448069762884,0.7445141852874717,0.7427218058005095,0.7216728789663763,0.7219567778442999,-0.051523001175778904,-0.022841306321095378,-0.022557407443171806,2.1913445173839046,8.0,100,128,1,3,runs/ogbg-molhiv_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7706618655692731,0.7108113327796983,0.7816847932588673,0.7492632148168176,,0.01102292768959423,0.038451882037119245,,,,100,128,1,3,runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphconv,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7911185822065452,0.7552501979567006,0.7784422153635117,0.7098244462040595,,-0.012676366843033526,-0.045425751752641075,,,,100,128,1,3,runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,graphconv,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7350884283754655,0.7330423530775024,0.7665068342151675,0.7325112497344484,,0.03141840583970201,-0.0005311033430540624,,,,100,128,1,3,runs/ogbg-molhiv_graphconv_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,graphconv,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7706618655692731,0.7108113327796983,0.7712528169704094,0.6979180748952278,,0.0005909514011362971,-0.012893257884470488,,,,100,128,3,3,runs/ogbg-molhiv_graphconv_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7706618655692731,0.7108113327796983,0.7484965951401137,0.722140249908264,0.7285405280132873,-0.02216527042915939,0.011328917128565652,0.017729195233588957,2.00024313153416,8.0,100,128,1,3,runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7706618655692731,0.7108113327796983,0.7790944052518126,0.7510651036134339,0.7493443287819387,0.008432539682539542,0.0402537708337356,0.03853299600224036,2.2287867736445417,8.0,100,128,1,3,runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.7706618655692731,0.7108113327796983,0.7537722908093278,0.7703277390447865,0.764460495567701,-0.016889574759945236,0.05951640626508814,0.05364916278800269,2.0678336980306344,8.0,100,128,1,3,runs/ogbg-molhiv_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molhiv_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7968596903782088,0.7625118291199134,0.7893457280031354,0.7632959307827497,,-0.007513962375073402,0.0007841016628362674,,,,100,128,1,3,runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphsage,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7860541593180482,0.7280480503679099,0.7888068293160886,0.709044207110991,,0.002752669998040358,-0.01900384325691884,,,,100,128,1,3,runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,graphsage,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7765070791691162,0.7610942660151799,0.7798445767195766,0.7146430019892235,,0.003337497550460422,-0.04645126402595645,,,,100,128,1,3,runs/ogbg-molhiv_graphsage_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,graphsage,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7968596903782088,0.7625118291199134,0.7586759626690183,0.7641070704339598,,-0.03818372770919054,0.001595241314046314,,,,100,128,3,3,runs/ogbg-molhiv_graphsage_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7968596903782088,0.7625118291199134,0.7724224720752498,0.7540721141775624,0.7493028061569362,-0.024437218302958974,-0.008439714942351073,-0.013209022962977213,2.225382932166302,8.0,100,128,1,3,runs/ogbg-molhiv_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,graphsage,view-only,view-only-T0-ns3,0,rocauc,1,0.7968596903782088,0.7625118291199134,0.7715559474818734,0.7522837443751327,,-0.025303742896335413,-0.010228084744780763,,,,100,128,-1,3,runs/ogbg-molhiv_graphsage_classic_T0_ns3_h128_e100_s0.json,runs/ogbg-molhiv_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.784538506760729,0.7073504702678692,0.7754017244757985,0.7114583132157826,,-0.009136782284930534,0.004107842947913332,,,,100,128,1,3,runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,mf,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.757284318048207,0.7282353850016416,0.796195252792475,0.7153228142683327,,0.0389109347442681,-0.012912570733308981,,,,100,128,1,3,runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,mf,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7735645698608662,0.769927963073833,0.7763417352537723,0.7111811738349525,,0.002777165392906067,-0.05874678923888055,,,,100,128,1,3,runs/ogbg-molhiv_mf_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,mf,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.784538506760729,0.7073504702678692,0.7930782137958065,0.7216728789663763,,0.008539707035077448,0.014322408698507094,,,,100,128,3,3,runs/ogbg-molhiv_mf_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.784538506760729,0.7073504702678692,0.8046522878698804,0.7416423646652118,0.7333127329612392,0.020113781109151407,0.03429189439734259,0.025962262693369986,2.1964502796012644,8.0,100,128,1,3,runs/ogbg-molhiv_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7779523074661963,0.7647926765677203,0.8096554722712129,0.7601633867011722,,0.03170316480501667,-0.004629289866548092,,,,100,128,1,3,runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,pna,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7983079805996471,0.7485834025377083,0.8510281941994904,0.7524633538693293,,0.052720213599843246,0.003879951331621001,,,,100,128,1,3,runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,pna,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.8066731579463061,0.7427663724676027,0.7816358024691358,0.7382085401417564,,-0.025037355477170342,-0.004557832325846278,,,,100,128,1,3,runs/ogbg-molhiv_pna_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,pna,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7779523074661963,0.7647926765677203,0.7890395355673133,0.7629792000618011,,0.011087228101117064,-0.0018134765059192315,,,,100,128,3,3,runs/ogbg-molhiv_pna_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7779523074661963,0.7647926765677203,0.7384932882618068,0.7185075030417737,0.7421078043222156,-0.039459019204389434,-0.04628517352594663,-0.02268487224550475,2.0,8.0,100,128,1,3,runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7779523074661963,0.7647926765677203,0.7487599206349206,0.6730373317368046,0.6877382722725429,-0.029192386831275674,-0.09175534483091574,-0.0770544042951774,2.0588378312667155,8.0,100,128,1,3,runs/ogbg-molhiv_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.8143738977072311,0.7241738928909403,0.7922576180678031,0.7226559029722475,,-0.02211627963942797,-0.0015179899186927859,,,,100,128,1,3,runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,resgated,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7860449735449736,0.715921512582321,0.8151638741916519,0.7581278124336122,,0.029118900646678325,0.04220629985129121,,,,100,128,1,3,runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,resgated,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7885404418969234,0.7547480638869041,0.7987029688418578,0.7339867513856969,,0.010162526944934358,-0.020761312501207163,,,,100,128,1,3,runs/ogbg-molhiv_resgated_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,resgated,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.8143738977072311,0.7241738928909403,0.8173500881834216,0.7054809865003185,,0.0029761904761904656,-0.01869290639062171,,,,100,128,3,3,runs/ogbg-molhiv_resgated_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.8143738977072311,0.7241738928909403,0.8009657309425828,0.7787017903010873,0.7875702504876494,-0.013408166764648288,0.054527897410147075,0.06339635759670914,2.0,8.0,100,128,1,3,runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.8143738977072311,0.7241738928909403,0.8030723349010386,0.7502983835145524,0.7566658297765504,-0.011301562806192544,0.026124490623612107,0.03249193688561014,2.2205203014831025,8.0,100,128,1,3,runs/ogbg-molhiv_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7478597148736037,0.7019100407501111,0.7659097589653145,0.7135769327333474,,0.01805004409171085,0.011666891983236338,,,,100,128,1,3,runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,sgc,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7691676464824613,0.7100407501110487,0.7603952331961592,0.675208095946233,,-0.008772413286302072,-0.034832654164815735,,,,100,128,1,3,runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,sgc,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7927750832843425,0.6994457212383398,0.7665741965510485,0.7427122964908555,,-0.026200886733294015,0.04326657525251565,,,,100,128,1,3,runs/ogbg-molhiv_sgc_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,sgc,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7478597148736037,0.7019100407501111,0.7481720311581422,0.7177311265184728,,0.00031231628453853855,0.01582108576836172,,,,100,128,3,3,runs/ogbg-molhiv_sgc_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7478597148736037,0.7019100407501111,0.7378227268273565,0.7035709457502076,0.724386334228162,-0.010036988046247197,0.0016609050000965242,0.022476293478050913,2.0269876002917577,8.0,100,128,1,3,runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7478597148736037,0.7019100407501111,0.7352782676856752,0.6961702620753587,0.7016995306977732,-0.01258144718792853,-0.005739778674752394,-0.00021051005233785336,2.0795040116703136,8.0,100,128,1,3,runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.7478597148736037,0.7019100407501111,0.7396537575935725,0.7500666293284923,0.7314046234960119,-0.008205957280031151,0.04815658857838123,0.029494582745900777,2.136883053732069,8.0,100,128,1,3,runs/ogbg-molhiv_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molhiv_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7528292181069958,0.7255354487340427,0.7717029198510681,0.7181154522103554,,0.018873701744072324,-0.0074199965236873,,,,100,128,1,3,runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,tag,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7339157113462669,0.7487765310260917,0.7412612678816383,0.7289634794028468,,0.007345556535371389,-0.01981305162324487,,,,100,128,1,3,runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,tag,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7595807613168722,0.7552386102473976,0.753107853223594,0.7545375538345662,,-0.006472908093278273,-0.0007010564128313579,,,,100,128,1,3,runs/ogbg-molhiv_tag_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,tag,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7528292181069958,0.7255354487340427,0.7803834754066236,0.7351764228741382,,0.027554257299627793,0.00964097414009546,,,,100,128,3,3,runs/ogbg-molhiv_tag_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7528292181069958,0.7255354487340427,0.7326450127376054,0.759611039224396,0.7786419204696885,-0.020184205369390362,0.03407559049035325,0.053106471735645755,2.0,8.0,100,128,1,3,runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7528292181069958,0.7255354487340427,0.7567852243778168,0.7480619556190734,0.7477104617702157,0.003956006270821044,0.02252650688503066,0.022175013036172975,2.225869195234622,8.0,100,128,1,3,runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.7528292181069958,0.7255354487340427,0.7298433519498334,0.6791286042604143,0.7162469340852469,-0.02298586615716236,-0.04640684447362842,-0.009288514648795876,2.4831023583758816,8.0,100,128,1,3,runs/ogbg-molhiv_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molhiv_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7617332941407015,0.7547248884682979,0.7838158926121889,0.7647501883002762,,0.022082598471487414,0.010025299831978307,,,,100,128,1,3,runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,transformer,fixed-rrog,fixed-rrog-T1-ns3,1,rocauc,1,0.7767152900254751,0.7883891152783947,0.7651320301783265,0.749757623747079,,-0.011583259847148586,-0.03863149153131573,,,,100,128,1,3,runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s1.json,runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s1.json
ogbg-molhiv,transformer,fixed-rrog,fixed-rrog-T1-ns3,2,rocauc,1,0.7618435234175974,0.7711736418239055,0.8043399715853421,0.7765908959230575,,0.04249644816774467,0.005417254099152058,,,,100,128,1,3,runs/ogbg-molhiv_transformer_fixed-rrog_T1_ns3_h128_e100_s2.json,runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s2.json
ogbg-molhiv,transformer,fixed-rrog,fixed-rrog-T3-ns3,0,rocauc,1,0.7617332941407015,0.7547248884682979,0.8088103811483441,0.7413024585256572,,0.04707708700764268,-0.013422429942640646,,,,100,128,3,3,runs/ogbg-molhiv_transformer_fixed-rrog_T3_ns3_h128_e100_s0.json,runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molhiv,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7617332941407015,0.7547248884682979,0.7813418577307466,0.7294279534174086,0.7396338283860252,0.019608563590045147,-0.025296935050889258,-0.015091060082272678,2.215171407731583,8.0,100,128,1,3,runs/ogbg-molhiv_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molhiv_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.9014809727668762,0.9070075154304504,0.8392646908760071,0.9173930287361145,,0.06221628189086914,-0.010385513305664062,,,,100,128,1,3,runs/ogbg-mollipo_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.9014809727668762,0.9070075154304504,1.1389226913452148,1.0732718706130981,0.8331995606422424,-0.23744171857833862,-0.1662643551826477,0.07380795478820801,2.2404761904761905,8.0,100,128,1,3,runs/ogbg-mollipo_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7324715852737427,0.7294970750808716,0.7172609567642212,0.7547623515129089,,0.015210628509521484,-0.025265276432037354,,,,100,128,1,3,runs/ogbg-mollipo_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7324715852737427,0.7294970750808716,108.34754180908203,1.5814603567123413,1.2714992761611938,-107.61507022380829,-0.8519632816314697,-0.5420022010803223,6.019047619047619,8.0,100,128,1,3,runs/ogbg-mollipo_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7188113927841187,0.7179734706878662,0.6990480422973633,0.7132058143615723,,0.01976335048675537,0.004767656326293945,,,,100,128,1,3,runs/ogbg-mollipo_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7188113927841187,0.7179734706878662,0.7458768486976624,0.8054617643356323,0.7404536604881287,-0.0270654559135437,-0.08748829364776611,-0.02248018980026245,2.033333333333333,8.0,100,128,1,3,runs/ogbg-mollipo_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,film,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7620365619659424,0.7370873689651489,0.8122015595436096,0.7353013753890991,,-0.050164997577667236,0.0017859935760498047,,,,100,128,1,3,runs/ogbg-mollipo_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7620365619659424,0.7370873689651489,0.9863712787628174,0.9712099432945251,0.834499180316925,-0.224334716796875,-0.23412257432937622,-0.09741181135177612,3.211904761904762,8.0,100,128,1,3,runs/ogbg-mollipo_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_film_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.6864758729934692,0.7307590842247009,0.7079874277114868,0.733400285243988,,-0.021511554718017578,-0.0026412010192871094,,,,100,128,1,3,runs/ogbg-mollipo_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.6864758729934692,0.7307590842247009,0.8837260603904724,0.9250612854957581,0.7935744524002075,-0.19725018739700317,-0.19430220127105713,-0.06281536817550659,2.2928571428571427,8.0,100,128,1,3,runs/ogbg-mollipo_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7378985285758972,0.782814621925354,0.773021936416626,0.7758824825286865,,-0.03512340784072876,0.0069321393966674805,,,,100,128,1,3,runs/ogbg-mollipo_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7378985285758972,0.782814621925354,0.9103560447692871,0.9299253225326538,0.8009624481201172,-0.1724575161933899,-0.1471107006072998,-0.018147826194763184,2.4785714285714286,8.0,100,128,1,3,runs/ogbg-mollipo_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7046297788619995,0.7378753423690796,0.6594089865684509,0.7455868124961853,,0.045220792293548584,-0.007711470127105713,,,,100,128,1,3,runs/ogbg-mollipo_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7046297788619995,0.7378753423690796,0.9299842715263367,0.9385538101196289,0.9375044107437134,-0.22535449266433716,-0.20067846775054932,-0.1996290683746338,4.252380952380952,8.0,100,128,1,3,runs/ogbg-mollipo_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.6853910684585571,0.7389819622039795,0.6748515367507935,0.7072575688362122,,0.010539531707763672,0.031724393367767334,,,,100,128,1,3,runs/ogbg-mollipo_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.6853910684585571,0.7389819622039795,0.8872742652893066,1.0246026515960693,0.8618570566177368,-0.2018831968307495,-0.28562068939208984,-0.12287509441375732,2.5404761904761903,8.0,100,128,1,3,runs/ogbg-mollipo_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.6614735722541809,0.7341321706771851,0.7167647480964661,0.731584906578064,,-0.055291175842285156,0.0025472640991210938,,,,100,128,1,3,runs/ogbg-mollipo_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.6614735722541809,0.7341321706771851,0.8773280382156372,0.9709947109222412,0.8221004605293274,-0.2158544659614563,-0.23686254024505615,-0.08796828985214233,2.395238095238095,8.0,100,128,1,3,runs/ogbg-mollipo_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7177638411521912,0.729673445224762,0.737244188785553,0.7395755052566528,,-0.019480347633361816,-0.00990206003189087,,,,100,128,1,3,runs/ogbg-mollipo_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7177638411521912,0.729673445224762,0.9623555541038513,0.9985842704772949,0.7662481665611267,-0.24459171295166016,-0.26891082525253296,-0.036574721336364746,2.123809523809524,8.0,100,128,1,3,runs/ogbg-mollipo_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7239025831222534,0.7783035635948181,0.718391478061676,0.7720211148262024,,0.005511105060577393,0.006282448768615723,,,,100,128,1,3,runs/ogbg-mollipo_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7239025831222534,0.7783035635948181,1.0741798877716064,1.1165450811386108,0.9747765064239502,-0.350277304649353,-0.3382415175437927,-0.19647294282913208,5.461904761904762,8.0,100,128,1,3,runs/ogbg-mollipo_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.712922215461731,0.7404878735542297,0.7049701809883118,0.710095226764679,,0.00795203447341919,0.03039264678955078,,,,100,128,1,3,runs/ogbg-mollipo_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.712922215461731,0.7404878735542297,1.005599021911621,0.9820316433906555,0.9414123892784119,-0.29267680644989014,-0.24154376983642578,-0.20092451572418213,4.321428571428571,8.0,100,128,1,3,runs/ogbg-mollipo_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.7179175019264221,0.7749425172805786,0.7465738654136658,0.7908006310462952,,-0.028656363487243652,-0.015858113765716553,,,,100,128,1,3,runs/ogbg-mollipo_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.7179175019264221,0.7749425172805786,0.914740264415741,0.9266903400421143,0.8750127553939819,-0.19682276248931885,-0.15174782276153564,-0.10007023811340332,4.614285714285714,8.0,100,128,1,3,runs/ogbg-mollipo_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.6720540523529053,0.7270413041114807,0.6766338348388672,0.7144215703010559,,-0.004579782485961914,0.012619733810424805,,,,100,128,1,3,runs/ogbg-mollipo_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.6720540523529053,0.7270413041114807,0.8307315111160278,0.882472038269043,0.7250288128852844,-0.15867745876312256,-0.15543073415756226,0.002012491226196289,2.1166666666666667,8.0,100,128,1,3,runs/ogbg-mollipo_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.750457763671875,0.817555844783783,0.7536844611167908,0.7490182518959045,,-0.0032266974449157715,0.06853759288787842,,,,100,128,1,3,runs/ogbg-mollipo_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.750457763671875,0.817555844783783,0.9196410775184631,1.0144816637039185,0.8478080630302429,-0.16918331384658813,-0.1969258189201355,-0.03025221824645996,2.3452380952380953,8.0,100,128,1,3,runs/ogbg-mollipo_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.6691507697105408,0.7226714491844177,0.6743124723434448,0.7200686931610107,,-0.005161702632904053,0.0026027560234069824,,,,100,128,1,3,runs/ogbg-mollipo_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.6691507697105408,0.7226714491844177,0.8615076541900635,0.9196054935455322,0.8038428425788879,-0.1923568844795227,-0.1969340443611145,-0.08117139339447021,2.35,8.0,100,128,1,3,runs/ogbg-mollipo_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rmse,-1,0.6809519529342651,0.7346181273460388,0.6688172817230225,0.7396050095558167,,0.012134671211242676,-0.004986882209777832,,,,100,128,1,3,runs/ogbg-mollipo_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-mollipo,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rmse,-1,0.6809519529342651,0.7346181273460388,0.8665701150894165,0.892951488494873,0.7886161804199219,-0.18561816215515137,-0.15833336114883423,-0.05399805307388306,2.316666666666667,8.0,100,128,1,3,runs/ogbg-mollipo_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-mollipo_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.5886184927786781,0.6003864841212386,0.5937589012949048,0.5905116380584287,,0.005140408516226769,-0.009874846062809972,,,,100,128,1,3,runs/ogbg-molsider_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.5886184927786781,0.6003864841212386,0.593345692093345,0.5966615384995925,0.5964163493356076,0.004727199314666919,-0.0037249456216461585,-0.003970134785631019,7.888111888111888,8.0,100,128,1,3,runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.5886184927786781,0.6003864841212386,0.58009596629467,0.6009364115000575,0.5959003553252203,-0.008522526484008086,0.0005499273788188708,-0.004486128796018285,7.27972027972028,8.0,100,128,1,3,runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.5886184927786781,0.6003864841212386,0.5873882396417854,0.5819785573765826,0.5894161989454557,-0.0012302531368926228,-0.018407926744656078,-0.010970285175782912,7.13986013986014,8.0,100,128,1,3,runs/ogbg-molsider_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molsider_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.627268343131736,0.6158698228431547,0.634361816858312,0.6140829013811058,,0.007093473726576094,-0.0017869214620489515,,,,100,128,1,3,runs/ogbg-molsider_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.627268343131736,0.6158698228431547,0.6604919913889579,0.5589855993934405,0.5580832949005652,0.033223648257221905,-0.05688422344971422,-0.05778652794258954,7.895104895104895,8.0,100,128,1,3,runs/ogbg-molsider_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6237482002412537,0.6033376509930031,0.626299014853098,0.609583177772403,,0.0025508146118443653,0.006245526779399935,,,,100,128,1,3,runs/ogbg-molsider_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6237482002412537,0.6033376509930031,0.6409076943311921,0.6149744329414113,0.6144652607315165,0.017159494089938443,0.011636781948408226,0.011127609738513455,7.8671328671328675,8.0,100,128,1,3,runs/ogbg-molsider_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,film,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6024369569728498,0.5898473664808705,0.5862480936504801,0.5974246609585021,,-0.016188863322369684,0.007577294477631558,,,,100,128,1,3,runs/ogbg-molsider_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6024369569728498,0.5898473664808705,0.5407876481859505,0.5825278400429263,0.5825278400429263,-0.06164930878689934,-0.0073195264379442015,-0.0073195264379442015,8.0,8.0,100,128,1,3,runs/ogbg-molsider_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_film_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6071193037623003,0.6013146804327355,0.6462276348941932,0.6000090607166413,,0.03910833113189294,-0.0013056197160942196,,,,100,128,1,3,runs/ogbg-molsider_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6071193037623003,0.6013146804327355,0.5777678714357024,0.6337321824820535,0.6339582691134998,-0.02935143232659787,0.03241750204931804,0.032643588680764335,7.958041958041958,8.0,100,128,1,3,runs/ogbg-molsider_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6292912980815916,0.6086409341357526,0.6255728102145075,0.6117391432513807,,-0.0037184878670840638,0.003098209115628081,,,,100,128,1,3,runs/ogbg-molsider_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6292912980815916,0.6086409341357526,0.6334288171779305,0.6299766632454395,0.6305843217920319,0.004137519096338971,0.02133572910968695,0.021943387656279345,7.909090909090909,8.0,100,128,1,3,runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6292912980815916,0.6086409341357526,0.634553246023819,0.6445134528927392,0.644509359822436,0.005261947942227452,0.035872518756986604,0.03586842568668336,7.93006993006993,8.0,100,128,1,3,runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.6292912980815916,0.6086409341357526,0.6317896497739357,0.640011295277304,0.6402407710265505,0.0024983516923441362,0.03137036114155145,0.03159983689079793,7.937062937062937,8.0,100,128,1,3,runs/ogbg-molsider_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molsider_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6519400080762945,0.5853709823208472,0.634456224198147,0.6052572461025753,,-0.01748378387814753,0.019886263781728086,,,,100,128,1,3,runs/ogbg-molsider_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6519400080762945,0.5853709823208472,0.6114344272964439,0.6071293608886619,0.6071293608886619,-0.04050558077985056,0.021758378567814707,0.021758378567814707,8.0,8.0,100,128,1,3,runs/ogbg-molsider_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6225119550298882,0.5748427490288601,0.6046415841313262,0.6022262654061706,,-0.017870370898562027,0.027383516377310513,,,,100,128,1,3,runs/ogbg-molsider_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6225119550298882,0.5748427490288601,0.6075447846476244,0.5810477512085702,0.5810477512085702,-0.014967170382263806,0.006205002179710095,0.006205002179710095,8.0,8.0,100,128,1,3,runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6225119550298882,0.5748427490288601,0.5941723817458207,0.5949106211087469,0.5949106211087469,-0.028339573284067554,0.020067872079886806,0.020067872079886806,8.0,8.0,100,128,1,3,runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.6225119550298882,0.5748427490288601,0.6024836436339023,0.5932734621249586,0.5932734621249586,-0.02002831139598593,0.01843071309609845,0.01843071309609845,8.0,8.0,100,128,1,3,runs/ogbg-molsider_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molsider_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6326628393175155,0.5494595931506057,0.6151020149803161,0.6150033205476824,,-0.01756082433719941,0.0655437273970767,,,,100,128,1,3,runs/ogbg-molsider_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6326628393175155,0.5494595931506057,0.6117392254931898,0.6143023355631505,0.6147815453760646,-0.020923613824325726,0.06484274241254484,0.06532195222545889,7.958041958041958,8.0,100,128,1,3,runs/ogbg-molsider_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.5920839065175088,0.6151152605717433,0.6010260045148574,0.5962935439480032,,0.008942097997348686,-0.018821716623740103,,,,100,128,1,3,runs/ogbg-molsider_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.5920839065175088,0.6151152605717433,0.6223441276640819,0.622244619371397,0.622244619371397,0.03026022114657312,0.007129358799653707,0.007129358799653707,8.0,8.0,100,128,1,3,runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.5920839065175088,0.6151152605717433,0.6139745501285409,0.6068834635828694,0.6064255172013142,0.0218906436110321,-0.008231796988873885,-0.008689743370429048,7.916083916083916,8.0,100,128,1,3,runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.5920839065175088,0.6151152605717433,0.6164847255453625,0.6344146740580251,0.6358083894071243,0.024400819027853737,0.019299413486281836,0.02069312883538099,7.916083916083916,8.0,100,128,1,3,runs/ogbg-molsider_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molsider_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.621744356636161,0.5807259430259354,0.62323063286361,0.5860528009903617,,0.0014862762274490127,0.005326857964426335,,,,100,128,1,3,runs/ogbg-molsider_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.621744356636161,0.5807259430259354,0.6149561902831908,0.6082036653138152,0.6072637395395359,-0.006788166352970193,0.027477722287879813,0.026537796513600553,7.923076923076923,8.0,100,128,1,3,runs/ogbg-molsider_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6202255900567958,0.586091595334005,0.6189914567323086,0.598312638550014,,-0.0012341333244871855,0.012221043216009031,,,,100,128,1,3,runs/ogbg-molsider_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6202255900567958,0.586091595334005,0.630007512812611,0.5843445908586726,0.5856297203566897,0.009781922755815242,-0.001747004475332381,-0.000461874977315313,7.8671328671328675,8.0,100,128,1,3,runs/ogbg-molsider_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6218537848171463,0.5964761418261523,0.6057840094519997,0.5721280929989979,,-0.016069775365146532,-0.024348048827154356,,,,100,128,1,3,runs/ogbg-molsider_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6218537848171463,0.5964761418261523,0.5869831648034167,0.5961753244813196,0.5962142801036087,-0.034870620013729536,-0.0003008173448326712,-0.0002618617225436104,7.958041958041958,8.0,100,128,1,3,runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6218537848171463,0.5964761418261523,0.5810212759423172,0.5397701280540309,0.5397701280540309,-0.04083250887482903,-0.056706013772121366,-0.056706013772121366,8.0,8.0,100,128,1,3,runs/ogbg-molsider_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6209450264359846,0.5910349402024013,0.6204543981100222,0.5960257361986486,,-0.0004906283259623612,0.004990795996247299,,,,100,128,1,3,runs/ogbg-molsider_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6209450264359846,0.5910349402024013,0.6260140078552355,0.6259436225287444,0.6259436225287444,0.00506898141925094,0.03490868232634303,0.03490868232634303,8.0,8.0,100,128,1,3,runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6209450264359846,0.5910349402024013,0.609727680398977,0.6245839801623748,0.624652550767547,-0.011217346037007636,0.03354903995997349,0.03361761056514567,7.951048951048951,8.0,100,128,1,3,runs/ogbg-molsider_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6173711459877224,0.6042590538050838,0.6151272572948054,0.6417135077812745,,-0.0022438886929169177,0.03745445397619063,,,,100,128,1,3,runs/ogbg-molsider_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6173711459877224,0.6042590538050838,0.5979570667859507,0.6336766486024191,0.6336766486024191,-0.019414079201771628,0.0294175947973353,0.0294175947973353,8.0,8.0,100,128,1,3,runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6173711459877224,0.6042590538050838,0.5865936638036943,0.624583829207758,0.6241791163198843,-0.030777482184028093,0.02032477540267419,0.019920062514800496,7.881118881118881,8.0,100,128,1,3,runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.6173711459877224,0.6042590538050838,0.6291378293840166,0.622805287595805,0.6223183091184133,0.011766683396294275,0.01854623379072118,0.018059255313329525,7.916083916083916,8.0,100,128,1,3,runs/ogbg-molsider_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molsider_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6438543175768482,0.6143146363395369,0.6410300955419639,0.6101942928754263,,-0.002824222034884305,-0.00412034346411061,,,,100,128,1,3,runs/ogbg-molsider_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.6438543175768482,0.6143146363395369,0.5904624057788478,0.621622401806624,0.621622401806624,-0.0533919117980004,0.007307765467087113,0.007307765467087113,8.0,8.0,100,128,1,3,runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6438543175768482,0.6143146363395369,0.6329113613630306,0.6060675375955825,0.6066839663477379,-0.010942956213817578,-0.00824709874395435,-0.007630669991798955,7.909090909090909,8.0,100,128,1,3,runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw30,0,rocauc,1,0.6438543175768482,0.6143146363395369,0.6105933624956364,0.624320975867962,0.6243824341662988,-0.03326095508121174,0.010006339528425112,0.010067797826761926,7.958041958041958,8.0,100,128,1,3,runs/ogbg-molsider_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw30_h128_e100_s0.json,runs/ogbg-molsider_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.6159576666835939,0.5979944408282211,0.6315255937485902,0.6190391448308609,,0.015567927064996323,0.021044704002639802,,,,100,128,1,3,runs/ogbg-molsider_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-molsider,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.6159576666835939,0.5979944408282211,0.6287543036419472,0.621503855814713,0.6212391169096168,0.012796636958353313,0.02350941498649195,0.023244676081395688,7.951048951048951,8.0,100,128,1,3,runs/ogbg-molsider_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-molsider_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,appnp,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7254553558600404,0.7158488769446065,0.7279951275996247,0.7153555287245948,,0.0025397717395843067,-0.0004933482200116801,,,,100,128,1,3,runs/ogbg-moltox21_appnp_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7254553558600404,0.7158488769446065,0.7237576716525247,0.6822930471359431,0.7137838364459371,-0.001697684207515704,-0.03355582980866345,-0.0020650404986694015,2.63265306122449,8.0,100,128,1,3,runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,appnp,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7254553558600404,0.7158488769446065,0.7171412864790295,0.7196990667216929,0.7331958989125181,-0.008314069381010869,0.003850189777086399,0.017347021967911602,2.586734693877551,8.0,100,128,1,3,runs/ogbg-moltox21_appnp_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_appnp_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,arma,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7798972501326612,0.7222812510383411,0.7770957435163162,0.7208970968150412,,-0.0028015066163450397,-0.0013841542232998494,,,,100,128,1,3,runs/ogbg-moltox21_arma_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,arma,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7798972501326612,0.7222812510383411,0.7574890736647663,0.7161943072626955,0.7237147258339075,-0.022408176467894947,-0.006086943775645559,0.0014334747955664362,2.868622448979592,8.0,100,128,1,3,runs/ogbg-moltox21_arma_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_arma_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,cheb,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7834436091147085,0.7300685430388674,0.7709868045619044,0.7285529943614071,,-0.012456804552804068,-0.0015155486774602878,,,,100,128,1,3,runs/ogbg-moltox21_cheb_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,cheb,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7834436091147085,0.7300685430388674,0.7823963460925124,0.7195427399764524,0.7202976536434207,-0.0010472630221960433,-0.010525803062415018,-0.00977088939544668,3.014030612244898,8.0,100,128,1,3,runs/ogbg-moltox21_cheb_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_cheb_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,film,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7701993310949509,0.7160313530552065,0.7726742190325983,0.7369411241728653,,0.0024748879376473853,0.020909771117658793,,,,100,128,1,3,runs/ogbg-moltox21_film_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,film,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7701993310949509,0.7160313530552065,0.7512888457712221,0.6885051838242511,0.6897262581951776,-0.018910485323728743,-0.02752616923095541,-0.026305094860028855,3.55484693877551,8.0,100,128,1,3,runs/ogbg-moltox21_film_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_film_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gatv2,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7627170708797383,0.7159809011324226,0.7761905248713933,0.7302941629609098,,0.013473453991655004,0.014313261828487134,,,,100,128,1,3,runs/ogbg-moltox21_gatv2_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gatv2,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7627170708797383,0.7159809011324226,0.767354951757618,0.7155377552729235,0.7172144629316312,0.004637880877879752,-0.00044314585949911667,0.0012335617992085268,4.042091836734694,8.0,100,128,1,3,runs/ogbg-moltox21_gatv2_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gatv2_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gcn,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7580202023804351,0.7170910489918559,0.7587559779881515,0.7230304767127982,,0.0007357756077164268,0.0059394277209422475,,,,100,128,1,3,runs/ogbg-moltox21_gcn_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7580202023804351,0.7170910489918559,0.7655200134252199,0.7134396419831454,0.7234036772214454,0.00749981104478481,-0.003651407008710583,0.006312628229589445,3.764030612244898,8.0,100,128,1,3,runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gcn,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7580202023804351,0.7170910489918559,0.7677478126932855,0.7135675459281269,0.7247326710130202,0.00972761031285041,-0.003523503063729061,0.007641622021164252,3.2589285714285716,8.0,100,128,1,3,runs/ogbg-moltox21_gcn_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gcn_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gen,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.783453783540323,0.744374172706925,0.7757089729043948,0.7312107536918231,,-0.007744810635928245,-0.013163419015101874,,,,100,128,1,3,runs/ogbg-moltox21_gen_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gen,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.783453783540323,0.744374172706925,0.7548045767051833,0.7300226043604717,0.7365872982320871,-0.028649206835139718,-0.014351568346453236,-0.007786874474837835,3.433673469387755,8.0,100,128,1,3,runs/ogbg-moltox21_gen_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gen_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gin,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.769011087128982,0.724182297150406,0.7717759383538949,0.7236697240762989,,0.0027648512249128787,-0.0005125730741071255,,,,100,128,1,3,runs/ogbg-moltox21_gin_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.769011087128982,0.724182297150406,0.7611296131897838,0.7089667909334546,0.7126552901719999,-0.007881473939198247,-0.015215506216951447,-0.01152700697840614,3.826530612244898,8.0,100,128,1,3,runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gin,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.769011087128982,0.724182297150406,0.763406691780224,0.7044116432874441,0.7111955163056712,-0.005604395348758007,-0.01977065386296195,-0.012986780844734813,4.165816326530612,8.0,100,128,1,3,runs/ogbg-moltox21_gin_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gin_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gine,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7743797903105913,0.7328494551753418,0.7622004073608938,0.7193472376632882,,-0.01217938294969756,-0.013502217512053605,,,,100,128,1,3,runs/ogbg-moltox21_gine_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,gine,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7743797903105913,0.7328494551753418,0.7616493170582249,0.7120140634942237,0.7177387150880706,-0.012730473252366425,-0.020835391681118143,-0.015110740087271202,3.931122448979592,8.0,100,128,1,3,runs/ogbg-moltox21_gine_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_gine_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,graphconv,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7831111293212308,0.7147413214946693,0.7820316625768228,0.7313192526985618,,-0.0010794667444080641,0.016577931203892504,,,,100,128,1,3,runs/ogbg-moltox21_graphconv_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7831111293212308,0.7147413214946693,0.7816268997660386,0.7115162457844392,0.7190898385325345,-0.001484229555192229,-0.0032250757102301186,0.004348517037865207,3.205357142857143,8.0,100,128,1,3,runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,graphconv,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7831111293212308,0.7147413214946693,0.7640586359961631,0.721040156330531,0.732265876016213,-0.019052493325067754,0.006298834835861689,0.017524554521543667,4.089285714285714,8.0,100,128,1,3,runs/ogbg-moltox21_graphconv_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_graphconv_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,graphsage,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7708912322116328,0.719565697251165,0.7696559719157566,0.7204917205278893,,-0.0012352602958761727,0.0009260232767243082,,,,100,128,1,3,runs/ogbg-moltox21_graphsage_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,graphsage,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7708912322116328,0.719565697251165,0.7791810357079593,0.7217088253529022,0.7282454305579198,0.008289803496326464,0.002143128101737113,0.008679733306754756,3.3903061224489797,8.0,100,128,1,3,runs/ogbg-moltox21_graphsage_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_graphsage_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,mf,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7772586253147277,0.7280600105159073,0.7694895755359669,0.7278719227082299,,-0.007769049778760806,-0.0001880878076774284,,,,100,128,1,3,runs/ogbg-moltox21_mf_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,mf,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7772586253147277,0.7280600105159073,0.76555289309204,0.7235855082035453,0.7314152133751847,-0.01170573222268767,-0.0044745023123620165,0.003355202859277373,2.9566326530612246,8.0,100,128,1,3,runs/ogbg-moltox21_mf_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_mf_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,pna,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7659664923974269,0.6945744978582721,0.7744523976361245,0.7348793665704174,,0.008485905238697633,0.040304868712145336,,,,100,128,1,3,runs/ogbg-moltox21_pna_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7659664923974269,0.6945744978582721,0.7547109180572619,0.6948890646179361,0.7075025478713003,-0.011255574340164998,0.0003145667596640145,0.012928050013028214,4.220663265306122,8.0,100,128,1,3,runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,pna,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7659664923974269,0.6945744978582721,0.7624732674125697,0.7137965144412185,0.7200143809038219,-0.0034932249848571573,0.019222016582946422,0.025439883045549783,4.058673469387755,8.0,100,128,1,3,runs/ogbg-moltox21_pna_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_pna_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,resgated,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7950359690969749,0.7275455467914984,0.7886618095832292,0.7379821725919018,,-0.0063741595137457585,0.010436625800403387,,,,100,128,1,3,runs/ogbg-moltox21_resgated_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7950359690969749,0.7275455467914984,0.7796493691111651,0.7201514791915015,0.7223894069034307,-0.015386599985809823,-0.007394067599996945,-0.0051561398880677345,3.0778061224489797,8.0,100,128,1,3,runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,resgated,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7950359690969749,0.7275455467914984,0.7737227459288354,0.7454181481867773,0.7448724120402496,-0.02131322316813955,0.01787260139527891,0.017326865248751155,2.7767857142857144,8.0,100,128,1,3,runs/ogbg-moltox21_resgated_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_resgated_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,sgc,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7611119280457176,0.7239907988668123,0.7505837592258088,0.7354997840876948,,-0.010528168819908812,0.011508985220882506,,,,100,128,1,3,runs/ogbg-moltox21_sgc_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7611119280457176,0.7239907988668123,0.7779156296831152,0.7359551442188313,0.7477856114096909,0.01680370163739764,0.011964345352019068,0.02379481254287863,3.485969387755102,8.0,100,128,1,3,runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,sgc,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7611119280457176,0.7239907988668123,0.7668620788836082,0.7261733029463184,0.7330710041428746,0.005750150837890655,0.0021825040795061534,0.009080205276062348,3.260204081632653,8.0,100,128,1,3,runs/ogbg-moltox21_sgc_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_sgc_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,tag,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7865543605336435,0.7415570498308578,0.7838617216718421,0.7341723374058734,,-0.0026926388618013775,-0.0073847124249843965,,,,100,128,1,3,runs/ogbg-moltox21_tag_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-exact-lq0.1-hex0.1-qw0,0,rocauc,1,0.7865543605336435,0.7415570498308578,0.7700778158549199,0.7162575064186166,0.7254468026027986,-0.016476544678723615,-0.025299543412241166,-0.016110247228059205,3.506377551020408,8.0,100,128,1,3,runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_exact_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,tag,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7865543605336435,0.7415570498308578,0.7791811026208421,0.7194750067722034,0.7225403729796881,-0.007373257912801412,-0.022082043058654355,-0.0190166768511697,3.318877551020408,8.0,100,128,1,3,runs/ogbg-moltox21_tag_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_tag_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,transformer,fixed-rrog,fixed-rrog-T1-ns3,0,rocauc,1,0.7656017658932041,0.7309364489214464,0.7761466167802987,0.7291784660085319,,0.01054485088709467,-0.001757982912914513,,,,100,128,1,3,runs/ogbg-moltox21_transformer_fixed-rrog_T1_ns3_h128_e100_s0.json,runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json
ogbg-moltox21,transformer,rrog-act,rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0,0,rocauc,1,0.7656017658932041,0.7309364489214464,0.7839946999002233,0.723701343716436,0.724166086603444,0.018392934007019246,-0.0072351052050103615,-0.006770362318002432,4.32780612244898,8.0,100,128,1,3,runs/ogbg-moltox21_transformer_rrog-act_T1_ns3_stream_hm8_hmin2_loss0.2_lq0.1_hex0.1_qw0_h128_e100_s0.json,runs/ogbg-moltox21_transformer_classic_T0_ns1_h128_e100_s0.json
zinc-cycle56,appnp,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,1.003964900970459,1.0183215141296387,0.972976565361023,0.9845137298107147,,0.030988335609436035,0.03380778431892395,,,,200,64,1,3,runs/rec_rrog_appnp_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_appnp_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,arma,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.34562167525291443,0.34058618545532227,0.24144195765256882,0.23776107281446457,,0.10417971760034561,0.1028251126408577,,,,200,64,1,3,runs/rec_rrog_arma_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_arma_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,cheb,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.4038321077823639,0.38865508139133453,0.28958043456077576,0.2829608619213104,,0.11425167322158813,0.10569421947002411,,,,200,64,1,3,runs/rec_rrog_cheb_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_cheb_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,film,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.49058468639850616,0.49975302815437317,0.6898398697376251,0.6643163859844208,,-0.19925518333911896,-0.1645633578300476,,,,200,64,1,3,runs/rec_rrog_film_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_film_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,gatv2,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.40844398736953735,0.40119151771068573,0.3155035600066185,0.312055379152298,,0.09294042736291885,0.08913613855838776,,,,200,64,1,3,runs/rec_rrog_gatv2_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_gatv2_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,gcn,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.582095205783844,0.5854156017303467,0.4380410462617874,0.4603327363729477,,0.14405415952205658,0.125082865357399,,,,200,64,1,3,runs/rec_rrog_gcn_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_gcn_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,gen,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.3961227983236313,0.38542981445789337,0.35539427399635315,0.3404654413461685,,0.04072852432727814,0.044964373111724854,,,,200,64,1,3,runs/rec_rrog_gen_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_gen_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,gin,fixed-rrog,fixed-rrog-T1-ns3,0,mae_sum,-1,0.2911941930651665,0.29443521797657013,0.3137560561299324,0.3368864059448242,,-0.02256186306476593,-0.04245118796825409,,,,200,64,1,3,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_s0.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json
zinc-cycle56,gin,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.2911941930651665,0.29443521797657013,0.2269311025738716,0.22224163264036179,,0.06426309049129486,0.07219358533620834,,,,200,64,1,3,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json
zinc-cycle56,gin,fixed-rrog,fixed-rrog-T1-ns3+trace,1,mae_sum,-1,0.34801387786865234,0.3508943170309067,0.22529102861881256,0.2302631065249443,,0.12272284924983978,0.12063121050596237,,,,200,64,1,3,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s1.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s1.json
zinc-cycle56,gin,fixed-rrog,fixed-rrog-T1-ns3+trace,2,mae_sum,-1,0.31580395996570587,0.3108016103506088,0.24883490800857544,0.2511979416012764,,0.06696905195713043,0.05960366874933243,,,,200,64,1,3,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_trace_s2.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_trace_s2.json
zinc-cycle56,gin,fixed-rrog,fixed-rrog-T3-ns3,0,mae_sum,-1,0.2911941930651665,0.29443521797657013,0.42782577872276306,0.4530402570962906,,-0.1366315856575966,-0.15860503911972046,,,,200,64,3,3,runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_s0.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json
zinc-cycle56,gin,fixed-rrog,fixed-rrog-T3-ns3+trace,0,mae_sum,-1,0.2911941930651665,0.29443521797657013,0.23220579326152802,0.21241378039121628,,0.05898839980363846,0.08202143758535385,,,,200,64,3,3,runs/rec_rrog_full_sig0.0_K1_none_T3_ns3_trace_s0.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json
zinc-cycle56,gin,rrog-act,rrog-act-T1-ns3,0,mae_sum,-1,0.2911941930651665,0.29443521797657013,0.6532617509365082,0.6829392910003662,,-0.3620675578713417,-0.3885040730237961,,,,200,64,1,3,runs/rec_rrog_full_sig0.0_K1_none_T1_ns3_actfull8_binary0.3_e200_s0.json,runs/rec_rrog_full_sig0.0_K1_none_T0_ns1_s0.json
zinc-cycle56,gine,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.2386670559644699,0.2316817045211792,0.16412604227662086,0.15089066326618195,,0.07454101368784904,0.08079104125499725,,,,200,64,1,3,runs/rec_rrog_gine_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_gine_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,graphconv,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.35074493288993835,0.3461977690458298,0.2091468647122383,0.20597393065690994,,0.14159806817770004,0.14022383838891983,,,,200,64,1,3,runs/rec_rrog_graphconv_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_graphconv_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,graphsage,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.41341349482536316,0.4179231524467468,0.3381274715065956,0.3406890481710434,,0.07528602331876755,0.07723410427570343,,,,200,64,1,3,runs/rec_rrog_graphsage_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_graphsage_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,mf,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.3051450550556183,0.3030868023633957,0.19865397363901138,0.1910635456442833,,0.1064910814166069,0.1120232567191124,,,,200,64,1,3,runs/rec_rrog_mf_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_mf_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,pna,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.15648001432418823,0.1538698524236679,0.12157470732927322,0.10561451315879822,,0.03490530699491501,0.04825533926486969,,,,200,64,1,3,runs/rec_rrog_pna_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_pna_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,resgated,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.3183244466781616,0.3167867660522461,0.18337031453847885,0.1764901727437973,,0.13495413213968277,0.1402965933084488,,,,200,64,1,3,runs/rec_rrog_resgated_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_resgated_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,sgc,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.6286703646183014,0.6431848108768463,0.5008351653814316,0.5065882056951523,,0.1278351992368698,0.13659660518169403,,,,200,64,1,3,runs/rec_rrog_sgc_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_sgc_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,tag,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.2888871505856514,0.28305479139089584,0.14095376804471016,0.13859563320875168,,0.14793338254094124,0.14445915818214417,,,,200,64,1,3,runs/rec_rrog_tag_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_tag_full_sig0.0_K1_none_T0_ns1_trace_s0.json
zinc-cycle56,transformer,fixed-rrog,fixed-rrog-T1-ns3+trace,0,mae_sum,-1,0.38368000090122223,0.3759562522172928,0.30924636125564575,0.326844722032547,,0.07443363964557648,0.04911153018474579,,,,200,64,1,3,runs/rec_rrog_transformer_full_sig0.0_K1_none_T1_ns3_trace_s0.json,runs/rec_rrog_transformer_full_sig0.0_K1_none_T0_ns1_trace_s0.json