path: root/summaries/ogb_graphprop.md

Classic baseline: task x backbone
| task | backbone | metric | n | val | test |
| --- | --- | --- | --- | --- | --- |
| ogbg-molbace | appnp | rocauc | 1 | 0.6564 +/- 0.0000 | 0.7423 +/- 0.0000 |
| ogbg-molbace | arma | rocauc | 1 | 0.6923 +/- 0.0000 | 0.7839 +/- 0.0000 |
| ogbg-molbace | cheb | rocauc | 1 | 0.7267 +/- 0.0000 | 0.7969 +/- 0.0000 |
| ogbg-molbace | film | rocauc | 1 | 0.6703 +/- 0.0000 | 0.7242 +/- 0.0000 |
| ogbg-molbace | gatv2 | rocauc | 1 | 0.7029 +/- 0.0000 | 0.7400 +/- 0.0000 |
| ogbg-molbace | gcn | rocauc | 1 | 0.6381 +/- 0.0000 | 0.7393 +/- 0.0000 |
| ogbg-molbace | gen | rocauc | 1 | 0.7128 +/- 0.0000 | 0.7326 +/- 0.0000 |
| ogbg-molbace | gin | rocauc | 1 | 0.6520 +/- 0.0000 | 0.7336 +/- 0.0000 |
| ogbg-molbace | gine | rocauc | 1 | 0.6641 +/- 0.0000 | 0.7454 +/- 0.0000 |
| ogbg-molbace | graphconv | rocauc | 1 | 0.7311 +/- 0.0000 | 0.8035 +/- 0.0000 |
| ogbg-molbace | graphsage | rocauc | 1 | 0.6758 +/- 0.0000 | 0.7759 +/- 0.0000 |
| ogbg-molbace | mf | rocauc | 1 | 0.7421 +/- 0.0000 | 0.7760 +/- 0.0000 |
| ogbg-molbace | pna | rocauc | 1 | 0.7516 +/- 0.0000 | 0.6912 +/- 0.0000 |
| ogbg-molbace | resgated | rocauc | 1 | 0.7172 +/- 0.0000 | 0.7877 +/- 0.0000 |
| ogbg-molbace | sgc | rocauc | 1 | 0.6575 +/- 0.0000 | 0.6966 +/- 0.0000 |
| ogbg-molbace | tag | rocauc | 1 | 0.7084 +/- 0.0000 | 0.7345 +/- 0.0000 |
| ogbg-molbace | transformer | rocauc | 1 | 0.6663 +/- 0.0000 | 0.7364 +/- 0.0000 |
| ogbg-molbbbp | appnp | rocauc | 1 | 0.9147 +/- 0.0000 | 0.6388 +/- 0.0000 |
| ogbg-molbbbp | arma | rocauc | 1 | 0.9367 +/- 0.0000 | 0.6651 +/- 0.0000 |
| ogbg-molbbbp | cheb | rocauc | 1 | 0.9452 +/- 0.0000 | 0.6514 +/- 0.0000 |
| ogbg-molbbbp | film | rocauc | 1 | 0.9285 +/- 0.0000 | 0.6300 +/- 0.0000 |
| ogbg-molbbbp | gatv2 | rocauc | 1 | 0.9347 +/- 0.0000 | 0.6324 +/- 0.0000 |
| ogbg-molbbbp | gcn | rocauc | 1 | 0.9386 +/- 0.0000 | 0.6679 +/- 0.0000 |
| ogbg-molbbbp | gen | rocauc | 1 | 0.9549 +/- 0.0000 | 0.6775 +/- 0.0000 |
| ogbg-molbbbp | gin | rocauc | 1 | 0.9251 +/- 0.0000 | 0.5670 +/- 0.0000 |
| ogbg-molbbbp | gine | rocauc | 1 | 0.9324 +/- 0.0000 | 0.6160 +/- 0.0000 |
| ogbg-molbbbp | graphconv | rocauc | 1 | 0.9268 +/- 0.0000 | 0.5900 +/- 0.0000 |
| ogbg-molbbbp | graphsage | rocauc | 1 | 0.9483 +/- 0.0000 | 0.6288 +/- 0.0000 |
| ogbg-molbbbp | mf | rocauc | 1 | 0.9395 +/- 0.0000 | 0.6365 +/- 0.0000 |
| ogbg-molbbbp | pna | rocauc | 1 | 0.9554 +/- 0.0000 | 0.6418 +/- 0.0000 |
| ogbg-molbbbp | resgated | rocauc | 1 | 0.9183 +/- 0.0000 | 0.6626 +/- 0.0000 |
| ogbg-molbbbp | sgc | rocauc | 1 | 0.9300 +/- 0.0000 | 0.6239 +/- 0.0000 |
| ogbg-molbbbp | tag | rocauc | 1 | 0.9476 +/- 0.0000 | 0.6100 +/- 0.0000 |
| ogbg-molbbbp | transformer | rocauc | 1 | 0.9495 +/- 0.0000 | 0.6156 +/- 0.0000 |
| ogbg-molclintox | appnp | rocauc | 1 | 0.8516 +/- 0.0000 | 0.9184 +/- 0.0000 |
| ogbg-molclintox | arma | rocauc | 1 | 0.9463 +/- 0.0000 | 0.8678 +/- 0.0000 |
| ogbg-molclintox | cheb | rocauc | 1 | 0.8928 +/- 0.0000 | 0.9152 +/- 0.0000 |
| ogbg-molclintox | film | rocauc | 1 | 0.9048 +/- 0.0000 | 0.7731 +/- 0.0000 |
| ogbg-molclintox | gatv2 | rocauc | 1 | 0.9515 +/- 0.0000 | 0.8493 +/- 0.0000 |
| ogbg-molclintox | gcn | rocauc | 1 | 0.9318 +/- 0.0000 | 0.8932 +/- 0.0000 |
| ogbg-molclintox | gen | rocauc | 1 | 0.9820 +/- 0.0000 | 0.8128 +/- 0.0000 |
| ogbg-molclintox | gin | rocauc | 1 | 0.9547 +/- 0.0000 | 0.8586 +/- 0.0000 |
| ogbg-molclintox | gine | rocauc | 1 | 0.9353 +/- 0.0000 | 0.8869 +/- 0.0000 |
| ogbg-molclintox | graphconv | rocauc | 1 | 0.8917 +/- 0.0000 | 0.8501 +/- 0.0000 |
| ogbg-molclintox | graphsage | rocauc | 1 | 0.9143 +/- 0.0000 | 0.8882 +/- 0.0000 |
| ogbg-molclintox | mf | rocauc | 1 | 0.9252 +/- 0.0000 | 0.8370 +/- 0.0000 |
| ogbg-molclintox | pna | rocauc | 1 | 0.9286 +/- 0.0000 | 0.8603 +/- 0.0000 |
| ogbg-molclintox | resgated | rocauc | 1 | 0.9244 +/- 0.0000 | 0.9184 +/- 0.0000 |
| ogbg-molclintox | sgc | rocauc | 1 | 0.9195 +/- 0.0000 | 0.8986 +/- 0.0000 |
| ogbg-molclintox | tag | rocauc | 1 | 0.9237 +/- 0.0000 | 0.7998 +/- 0.0000 |
| ogbg-molclintox | transformer | rocauc | 1 | 0.9271 +/- 0.0000 | 0.8764 +/- 0.0000 |
| ogbg-molesol | appnp | rmse | 1 | 1.6083 +/- 0.0000 | 1.5212 +/- 0.0000 |
| ogbg-molesol | arma | rmse | 1 | 1.0195 +/- 0.0000 | 1.0666 +/- 0.0000 |
| ogbg-molesol | cheb | rmse | 1 | 0.9650 +/- 0.0000 | 0.8722 +/- 0.0000 |
| ogbg-molesol | film | rmse | 1 | 1.0718 +/- 0.0000 | 1.2896 +/- 0.0000 |
| ogbg-molesol | gatv2 | rmse | 1 | 1.0368 +/- 0.0000 | 0.9878 +/- 0.0000 |
| ogbg-molesol | gcn | rmse | 1 | 1.0409 +/- 0.0000 | 1.1161 +/- 0.0000 |
| ogbg-molesol | gen | rmse | 1 | 1.0089 +/- 0.0000 | 0.8762 +/- 0.0000 |
| ogbg-molesol | gin | rmse | 1 | 1.0187 +/- 0.0000 | 0.9900 +/- 0.0000 |
| ogbg-molesol | gine | rmse | 1 | 1.0286 +/- 0.0000 | 1.0807 +/- 0.0000 |
| ogbg-molesol | graphconv | rmse | 1 | 0.9741 +/- 0.0000 | 0.9732 +/- 0.0000 |
| ogbg-molesol | graphsage | rmse | 1 | 0.9680 +/- 0.0000 | 1.0038 +/- 0.0000 |
| ogbg-molesol | mf | rmse | 1 | 1.1494 +/- 0.0000 | 1.0639 +/- 0.0000 |
| ogbg-molesol | pna | rmse | 1 | 0.9116 +/- 0.0000 | 0.9153 +/- 0.0000 |
| ogbg-molesol | resgated | rmse | 1 | 0.9492 +/- 0.0000 | 0.8908 +/- 0.0000 |
| ogbg-molesol | sgc | rmse | 1 | 1.0617 +/- 0.0000 | 0.9780 +/- 0.0000 |
| ogbg-molesol | tag | rmse | 1 | 0.9323 +/- 0.0000 | 0.9678 +/- 0.0000 |
| ogbg-molesol | transformer | rmse | 1 | 0.9398 +/- 0.0000 | 0.9492 +/- 0.0000 |
| ogbg-molfreesolv | appnp | rmse | 1 | 6.0462 +/- 0.0000 | 4.6478 +/- 0.0000 |
| ogbg-molfreesolv | arma | rmse | 1 | 4.2662 +/- 0.0000 | 2.9769 +/- 0.0000 |
| ogbg-molfreesolv | cheb | rmse | 1 | 2.9481 +/- 0.0000 | 2.2431 +/- 0.0000 |
| ogbg-molfreesolv | film | rmse | 1 | 3.1546 +/- 0.0000 | 2.9581 +/- 0.0000 |
| ogbg-molfreesolv | gatv2 | rmse | 1 | 4.2086 +/- 0.0000 | 2.7368 +/- 0.0000 |
| ogbg-molfreesolv | gcn | rmse | 1 | 3.7172 +/- 0.0000 | 2.4851 +/- 0.0000 |
| ogbg-molfreesolv | gen | rmse | 1 | 3.9998 +/- 0.0000 | 2.5588 +/- 0.0000 |
| ogbg-molfreesolv | gin | rmse | 1 | 4.0190 +/- 0.0000 | 3.4898 +/- 0.0000 |
| ogbg-molfreesolv | gine | rmse | 1 | 3.2961 +/- 0.0000 | 3.1442 +/- 0.0000 |
| ogbg-molfreesolv | graphconv | rmse | 1 | 2.5314 +/- 0.0000 | 2.7953 +/- 0.0000 |
| ogbg-molfreesolv | graphsage | rmse | 1 | 3.5022 +/- 0.0000 | 2.2977 +/- 0.0000 |
| ogbg-molfreesolv | mf | rmse | 1 | 2.7374 +/- 0.0000 | 2.8885 +/- 0.0000 |
| ogbg-molfreesolv | pna | rmse | 1 | 2.3625 +/- 0.0000 | 2.2610 +/- 0.0000 |
| ogbg-molfreesolv | resgated | rmse | 1 | 2.4772 +/- 0.0000 | 2.0041 +/- 0.0000 |
| ogbg-molfreesolv | sgc | rmse | 1 | 3.9147 +/- 0.0000 | 2.4146 +/- 0.0000 |
| ogbg-molfreesolv | tag | rmse | 1 | 2.6874 +/- 0.0000 | 2.3826 +/- 0.0000 |
| ogbg-molfreesolv | transformer | rmse | 1 | 4.0942 +/- 0.0000 | 2.3205 +/- 0.0000 |
| ogbg-molhiv | appnp | rocauc | 3 | 0.7274 +/- 0.0374 | 0.6982 +/- 0.0073 |
| ogbg-molhiv | arma | rocauc | 3 | 0.7799 +/- 0.0063 | 0.7396 +/- 0.0263 |
| ogbg-molhiv | cheb | rocauc | 3 | 0.7799 +/- 0.0207 | 0.7264 +/- 0.0039 |
| ogbg-molhiv | film | rocauc | 3 | 0.7840 +/- 0.0421 | 0.7505 +/- 0.0298 |
| ogbg-molhiv | gatv2 | rocauc | 3 | 0.7841 +/- 0.0088 | 0.7292 +/- 0.0262 |
| ogbg-molhiv | gcn | rocauc | 3 | 0.7751 +/- 0.0003 | 0.7360 +/- 0.0190 |
| ogbg-molhiv | gen | rocauc | 3 | 0.7626 +/- 0.0141 | 0.7438 +/- 0.0126 |
| ogbg-molhiv | gin | rocauc | 3 | 0.8052 +/- 0.0145 | 0.7600 +/- 0.0179 |
| ogbg-molhiv | gine | rocauc | 3 | 0.7787 +/- 0.0156 | 0.7505 +/- 0.0200 |
| ogbg-molhiv | graphconv | rocauc | 3 | 0.7656 +/- 0.0284 | 0.7330 +/- 0.0222 |
| ogbg-molhiv | graphsage | rocauc | 3 | 0.7865 +/- 0.0102 | 0.7506 +/- 0.0195 |
| ogbg-molhiv | mf | rocauc | 3 | 0.7718 +/- 0.0137 | 0.7352 +/- 0.0319 |
| ogbg-molhiv | pna | rocauc | 3 | 0.7943 +/- 0.0148 | 0.7520 +/- 0.0114 |
| ogbg-molhiv | resgated | rocauc | 3 | 0.7963 +/- 0.0157 | 0.7316 +/- 0.0205 |
| ogbg-molhiv | sgc | rocauc | 3 | 0.7699 +/- 0.0225 | 0.7038 +/- 0.0055 |
| ogbg-molhiv | tag | rocauc | 3 | 0.7488 +/- 0.0133 | 0.7432 +/- 0.0156 |
| ogbg-molhiv | transformer | rocauc | 3 | 0.7668 +/- 0.0086 | 0.7714 +/- 0.0168 |
| ogbg-mollipo | appnp | rmse | 1 | 0.9015 +/- 0.0000 | 0.9070 +/- 0.0000 |
| ogbg-mollipo | arma | rmse | 1 | 0.7325 +/- 0.0000 | 0.7295 +/- 0.0000 |
| ogbg-mollipo | cheb | rmse | 1 | 0.7188 +/- 0.0000 | 0.7180 +/- 0.0000 |
| ogbg-mollipo | film | rmse | 1 | 0.7620 +/- 0.0000 | 0.7371 +/- 0.0000 |
| ogbg-mollipo | gatv2 | rmse | 1 | 0.6865 +/- 0.0000 | 0.7308 +/- 0.0000 |
| ogbg-mollipo | gcn | rmse | 1 | 0.7379 +/- 0.0000 | 0.7828 +/- 0.0000 |
| ogbg-mollipo | gen | rmse | 1 | 0.7046 +/- 0.0000 | 0.7379 +/- 0.0000 |
| ogbg-mollipo | gin | rmse | 1 | 0.6854 +/- 0.0000 | 0.7390 +/- 0.0000 |
| ogbg-mollipo | gine | rmse | 1 | 0.6615 +/- 0.0000 | 0.7341 +/- 0.0000 |
| ogbg-mollipo | graphconv | rmse | 1 | 0.7178 +/- 0.0000 | 0.7297 +/- 0.0000 |
| ogbg-mollipo | graphsage | rmse | 1 | 0.7239 +/- 0.0000 | 0.7783 +/- 0.0000 |
| ogbg-mollipo | mf | rmse | 1 | 0.7129 +/- 0.0000 | 0.7405 +/- 0.0000 |
| ogbg-mollipo | pna | rmse | 1 | 0.7179 +/- 0.0000 | 0.7749 +/- 0.0000 |
| ogbg-mollipo | resgated | rmse | 1 | 0.6721 +/- 0.0000 | 0.7270 +/- 0.0000 |
| ogbg-mollipo | sgc | rmse | 1 | 0.7505 +/- 0.0000 | 0.8176 +/- 0.0000 |
| ogbg-mollipo | tag | rmse | 1 | 0.6692 +/- 0.0000 | 0.7227 +/- 0.0000 |
| ogbg-mollipo | transformer | rmse | 1 | 0.6810 +/- 0.0000 | 0.7346 +/- 0.0000 |
| ogbg-molsider | appnp | rocauc | 1 | 0.5886 +/- 0.0000 | 0.6004 +/- 0.0000 |
| ogbg-molsider | arma | rocauc | 1 | 0.6273 +/- 0.0000 | 0.6159 +/- 0.0000 |
| ogbg-molsider | cheb | rocauc | 1 | 0.6237 +/- 0.0000 | 0.6033 +/- 0.0000 |
| ogbg-molsider | film | rocauc | 1 | 0.6024 +/- 0.0000 | 0.5898 +/- 0.0000 |
| ogbg-molsider | gatv2 | rocauc | 1 | 0.6071 +/- 0.0000 | 0.6013 +/- 0.0000 |
| ogbg-molsider | gcn | rocauc | 1 | 0.6293 +/- 0.0000 | 0.6086 +/- 0.0000 |
| ogbg-molsider | gen | rocauc | 1 | 0.6519 +/- 0.0000 | 0.5854 +/- 0.0000 |
| ogbg-molsider | gin | rocauc | 1 | 0.6225 +/- 0.0000 | 0.5748 +/- 0.0000 |
| ogbg-molsider | gine | rocauc | 1 | 0.6327 +/- 0.0000 | 0.5495 +/- 0.0000 |
| ogbg-molsider | graphconv | rocauc | 1 | 0.5921 +/- 0.0000 | 0.6151 +/- 0.0000 |
| ogbg-molsider | graphsage | rocauc | 1 | 0.6217 +/- 0.0000 | 0.5807 +/- 0.0000 |
| ogbg-molsider | mf | rocauc | 1 | 0.6202 +/- 0.0000 | 0.5861 +/- 0.0000 |
| ogbg-molsider | pna | rocauc | 1 | 0.6219 +/- 0.0000 | 0.5965 +/- 0.0000 |
| ogbg-molsider | resgated | rocauc | 1 | 0.6209 +/- 0.0000 | 0.5910 +/- 0.0000 |
| ogbg-molsider | sgc | rocauc | 1 | 0.6174 +/- 0.0000 | 0.6043 +/- 0.0000 |
| ogbg-molsider | tag | rocauc | 1 | 0.6439 +/- 0.0000 | 0.6143 +/- 0.0000 |
| ogbg-molsider | transformer | rocauc | 1 | 0.6160 +/- 0.0000 | 0.5980 +/- 0.0000 |
| ogbg-moltox21 | appnp | rocauc | 1 | 0.7255 +/- 0.0000 | 0.7158 +/- 0.0000 |
| ogbg-moltox21 | arma | rocauc | 1 | 0.7799 +/- 0.0000 | 0.7223 +/- 0.0000 |
| ogbg-moltox21 | cheb | rocauc | 1 | 0.7834 +/- 0.0000 | 0.7301 +/- 0.0000 |
| ogbg-moltox21 | film | rocauc | 1 | 0.7702 +/- 0.0000 | 0.7160 +/- 0.0000 |
| ogbg-moltox21 | gatv2 | rocauc | 1 | 0.7627 +/- 0.0000 | 0.7160 +/- 0.0000 |
| ogbg-moltox21 | gcn | rocauc | 1 | 0.7580 +/- 0.0000 | 0.7171 +/- 0.0000 |
| ogbg-moltox21 | gen | rocauc | 1 | 0.7835 +/- 0.0000 | 0.7444 +/- 0.0000 |
| ogbg-moltox21 | gin | rocauc | 1 | 0.7690 +/- 0.0000 | 0.7242 +/- 0.0000 |
| ogbg-moltox21 | gine | rocauc | 1 | 0.7744 +/- 0.0000 | 0.7328 +/- 0.0000 |
| ogbg-moltox21 | graphconv | rocauc | 1 | 0.7831 +/- 0.0000 | 0.7147 +/- 0.0000 |
| ogbg-moltox21 | graphsage | rocauc | 1 | 0.7709 +/- 0.0000 | 0.7196 +/- 0.0000 |
| ogbg-moltox21 | mf | rocauc | 1 | 0.7773 +/- 0.0000 | 0.7281 +/- 0.0000 |
| ogbg-moltox21 | pna | rocauc | 1 | 0.7660 +/- 0.0000 | 0.6946 +/- 0.0000 |
| ogbg-moltox21 | resgated | rocauc | 1 | 0.7950 +/- 0.0000 | 0.7275 +/- 0.0000 |
| ogbg-moltox21 | sgc | rocauc | 1 | 0.7611 +/- 0.0000 | 0.7240 +/- 0.0000 |
| ogbg-moltox21 | tag | rocauc | 1 | 0.7866 +/- 0.0000 | 0.7416 +/- 0.0000 |
| ogbg-moltox21 | transformer | rocauc | 1 | 0.7656 +/- 0.0000 | 0.7309 +/- 0.0000 |

Delta vs matching classic
| task | backbone | compute | metric | n | val score (delta) | test score (delta) | adaptive test (delta) | steps |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ogbg-molbace | appnp | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7168 (0.0604) | 0.7209 (-0.0214) |  |  |
| ogbg-molbace | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6835 (0.0271) | 0.7119 (-0.0304) | 0.7328 (-0.0095) | 2.13 |
| ogbg-molbace | arma | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7179 (0.0256) | 0.7672 (-0.0167) |  |  |
| ogbg-molbace | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7355 (0.0432) | 0.7451 (-0.0388) | 0.7646 (-0.0193) | 4.38 |
| ogbg-molbace | cheb | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7114 (-0.0154) | 0.7533 (-0.0436) |  |  |
| ogbg-molbace | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7165 (-0.0103) | 0.8007 (0.0038) | 0.8120 (0.0151) | 2.60 |
| ogbg-molbace | film | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6652 (-0.0051) | 0.7242 (0.0000) |  |  |
| ogbg-molbace | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6467 (-0.0236) | 0.6802 (-0.0440) | 0.6733 (-0.0509) | 5.26 |
| ogbg-molbace | gatv2 | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7026 (-0.0004) | 0.7519 (0.0118) |  |  |
| ogbg-molbace | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7132 (0.0103) | 0.8261 (0.0861) | 0.8263 (0.0862) | 4.01 |
| ogbg-molbace | gcn | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6374 (-0.0007) | 0.7733 (0.0339) |  |  |
| ogbg-molbace | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7201 (0.0821) | 0.7484 (0.0090) | 0.7451 (0.0057) | 3.96 |
| ogbg-molbace | gen | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6894 (-0.0234) | 0.7449 (0.0123) |  |  |
| ogbg-molbace | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6535 (-0.0593) | 0.6915 (-0.0410) | 0.6788 (-0.0537) | 3.98 |
| ogbg-molbace | gin | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6538 (0.0018) | 0.7169 (-0.0167) |  |  |
| ogbg-molbace | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6802 (0.0282) | 0.7235 (-0.0101) | 0.7220 (-0.0117) | 3.47 |
| ogbg-molbace | gine | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6685 (0.0044) | 0.6994 (-0.0461) |  |  |
| ogbg-molbace | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6824 (0.0183) | 0.7719 (0.0264) | 0.7698 (0.0243) | 3.17 |
| ogbg-molbace | graphconv | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7462 (0.0150) | 0.7983 (-0.0052) |  |  |
| ogbg-molbace | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6908 (-0.0403) | 0.7475 (-0.0560) | 0.7639 (-0.0396) | 4.28 |
| ogbg-molbace | graphsage | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6703 (-0.0055) | 0.7119 (-0.0640) |  |  |
| ogbg-molbace | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7092 (0.0333) | 0.7821 (0.0063) | 0.7910 (0.0151) | 3.75 |
| ogbg-molbace | mf | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7234 (-0.0187) | 0.7684 (-0.0077) |  |  |
| ogbg-molbace | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7747 (0.0326) | 0.8019 (0.0259) | 0.7950 (0.0190) | 4.98 |
| ogbg-molbace | pna | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7037 (-0.0480) | 0.7967 (0.1055) |  |  |
| ogbg-molbace | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7095 (-0.0421) | 0.7809 (0.0897) | 0.7338 (0.0426) | 3.91 |
| ogbg-molbace | resgated | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6912 (-0.0260) | 0.7465 (-0.0412) |  |  |
| ogbg-molbace | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7396 (0.0223) | 0.7314 (-0.0563) | 0.7618 (-0.0259) | 3.39 |
| ogbg-molbace | sgc | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6454 (-0.0121) | 0.7727 (0.0762) |  |  |
| ogbg-molbace | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6615 (0.0040) | 0.7971 (0.1005) | 0.7988 (0.1022) | 3.64 |
| ogbg-molbace | tag | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7355 (0.0271) | 0.6806 (-0.0539) |  |  |
| ogbg-molbace | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7084 (0.0000) | 0.7960 (0.0616) | 0.7776 (0.0431) | 2.55 |
| ogbg-molbace | transformer | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6982 (0.0319) | 0.7487 (0.0123) |  |  |
| ogbg-molbace | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6535 (-0.0128) | 0.7192 (-0.0172) | 0.7293 (-0.0071) | 2.71 |
| ogbg-molbbbp | appnp | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9360 (0.0213) | 0.6073 (-0.0314) |  |  |
| ogbg-molbbbp | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9066 (-0.0081) | 0.5574 (-0.0814) | 0.6226 (-0.0162) | 2.01 |
| ogbg-molbbbp | arma | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9415 (0.0048) | 0.6635 (-0.0016) |  |  |
| ogbg-molbbbp | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9405 (0.0038) | 0.6411 (-0.0240) | 0.6368 (-0.0284) | 2.15 |
| ogbg-molbbbp | cheb | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9278 (-0.0174) | 0.6659 (0.0145) |  |  |
| ogbg-molbbbp | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9496 (0.0044) | 0.6182 (-0.0332) | 0.6110 (-0.0404) | 2.17 |
| ogbg-molbbbp | film | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9400 (0.0115) | 0.6323 (0.0023) |  |  |
| ogbg-molbbbp | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9393 (0.0108) | 0.5584 (-0.0716) | 0.5746 (-0.0555) | 3.21 |
| ogbg-molbbbp | gatv2 | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9356 (0.0009) | 0.6560 (0.0235) |  |  |
| ogbg-molbbbp | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9303 (-0.0044) | 0.6648 (0.0324) | 0.6627 (0.0303) | 2.14 |
| ogbg-molbbbp | gcn | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9417 (0.0031) | 0.6017 (-0.0663) |  |  |
| ogbg-molbbbp | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9528 (0.0142) | 0.6795 (0.0116) | 0.6629 (-0.0050) | 2.27 |
| ogbg-molbbbp | gen | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9429 (-0.0119) | 0.6037 (-0.0738) |  |  |
| ogbg-molbbbp | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9251 (-0.0298) | 0.6314 (-0.0461) | 0.6291 (-0.0483) | 3.79 |
| ogbg-molbbbp | gin | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9526 (0.0275) | 0.5932 (0.0261) |  |  |
| ogbg-molbbbp | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9204 (-0.0047) | 0.6528 (0.0857) | 0.6526 (0.0856) | 4.87 |
| ogbg-molbbbp | gine | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9421 (0.0098) | 0.6976 (0.0816) |  |  |
| ogbg-molbbbp | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9205 (-0.0118) | 0.5918 (-0.0242) | 0.5948 (-0.0212) | 2.92 |
| ogbg-molbbbp | graphconv | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9337 (0.0069) | 0.6518 (0.0618) |  |  |
| ogbg-molbbbp | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9234 (-0.0034) | 0.6602 (0.0702) | 0.6875 (0.0975) | 2.79 |
| ogbg-molbbbp | graphsage | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9502 (0.0019) | 0.5934 (-0.0354) |  |  |
| ogbg-molbbbp | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9407 (-0.0077) | 0.6040 (-0.0248) | 0.6148 (-0.0140) | 2.57 |
| ogbg-molbbbp | mf | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9488 (0.0094) | 0.6481 (0.0116) |  |  |
| ogbg-molbbbp | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9368 (-0.0027) | 0.6621 (0.0257) | 0.6678 (0.0313) | 3.54 |
| ogbg-molbbbp | pna | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9585 (0.0031) | 0.6682 (0.0264) |  |  |
| ogbg-molbbbp | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9500 (-0.0054) | 0.6173 (-0.0245) | 0.6180 (-0.0238) | 4.69 |
| ogbg-molbbbp | resgated | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9535 (0.0352) | 0.5839 (-0.0787) |  |  |
| ogbg-molbbbp | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9133 (-0.0050) | 0.5753 (-0.0873) | 0.5887 (-0.0739) | 3.59 |
| ogbg-molbbbp | sgc | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9285 (-0.0015) | 0.6454 (0.0215) |  |  |
| ogbg-molbbbp | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9475 (0.0175) | 0.6593 (0.0354) | 0.6675 (0.0436) | 2.25 |
| ogbg-molbbbp | tag | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9459 (-0.0017) | 0.6420 (0.0320) |  |  |
| ogbg-molbbbp | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9496 (0.0020) | 0.6580 (0.0480) | 0.6551 (0.0451) | 2.62 |
| ogbg-molbbbp | transformer | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9355 (-0.0140) | 0.6221 (0.0065) |  |  |
| ogbg-molbbbp | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9398 (-0.0098) | 0.6426 (0.0269) | 0.6310 (0.0153) | 2.23 |
| ogbg-molclintox | appnp | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9029 (0.0513) | 0.8898 (-0.0286) |  |  |
| ogbg-molclintox | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9156 (0.0640) | 0.7780 (-0.1404) | 0.8861 (-0.0323) | 2.16 |
| ogbg-molclintox | arma | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9135 (-0.0328) | 0.8863 (0.0185) |  |  |
| ogbg-molclintox | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9423 (-0.0040) | 0.8458 (-0.0220) | 0.8651 (-0.0027) | 2.72 |
| ogbg-molclintox | cheb | fixed-rrog-T1-ns3 | rocauc | 1 | 0.8816 (-0.0112) | 0.8982 (-0.0170) |  |  |
| ogbg-molclintox | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9172 (0.0244) | 0.9066 (-0.0086) | 0.9058 (-0.0094) | 2.98 |
| ogbg-molclintox | film | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9454 (0.0406) | 0.8430 (0.0699) |  |  |
| ogbg-molclintox | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.8532 (-0.0516) | 0.8230 (0.0499) | 0.8409 (0.0679) | 3.57 |
| ogbg-molclintox | gatv2 | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9351 (-0.0164) | 0.8328 (-0.0164) |  |  |
| ogbg-molclintox | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9507 (-0.0008) | 0.8618 (0.0125) | 0.8344 (-0.0149) | 2.34 |
| ogbg-molclintox | gcn | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9097 (-0.0221) | 0.8792 (-0.0140) |  |  |
| ogbg-molclintox | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9460 (0.0142) | 0.8712 (-0.0220) | 0.8802 (-0.0130) | 2.20 |
| ogbg-molclintox | gen | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9399 (-0.0421) | 0.8194 (0.0066) |  |  |
| ogbg-molclintox | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9627 (-0.0194) | 0.7994 (-0.0134) | 0.8025 (-0.0103) | 2.52 |
| ogbg-molclintox | gin | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9164 (-0.0383) | 0.8788 (0.0202) |  |  |
| ogbg-molclintox | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9600 (0.0053) | 0.8034 (-0.0553) | 0.8111 (-0.0475) | 2.71 |
| ogbg-molclintox | gine | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9225 (-0.0127) | 0.8840 (-0.0030) |  |  |
| ogbg-molclintox | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9456 (0.0104) | 0.9048 (0.0179) | 0.9069 (0.0200) | 2.30 |
| ogbg-molclintox | graphconv | fixed-rrog-T1-ns3 | rocauc | 1 | 0.8494 (-0.0424) | 0.8186 (-0.0316) |  |  |
| ogbg-molclintox | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9575 (0.0657) | 0.8813 (0.0311) | 0.8485 (-0.0016) | 2.41 |
| ogbg-molclintox | graphsage | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9579 (0.0436) | 0.8664 (-0.0217) |  |  |
| ogbg-molclintox | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9516 (0.0373) | 0.8822 (-0.0060) | 0.8780 (-0.0101) | 2.43 |
| ogbg-molclintox | mf | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9147 (-0.0104) | 0.8047 (-0.0323) |  |  |
| ogbg-molclintox | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9416 (0.0165) | 0.8527 (0.0157) | 0.8698 (0.0328) | 2.57 |
| ogbg-molclintox | pna | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9064 (-0.0222) | 0.8735 (0.0132) |  |  |
| ogbg-molclintox | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.8741 (-0.0544) | 0.8539 (-0.0064) | 0.8614 (0.0011) | 3.68 |
| ogbg-molclintox | resgated | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9055 (-0.0188) | 0.8979 (-0.0205) |  |  |
| ogbg-molclintox | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9577 (0.0333) | 0.8777 (-0.0407) | 0.8951 (-0.0233) | 2.26 |
| ogbg-molclintox | sgc | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9220 (0.0025) | 0.9054 (0.0068) |  |  |
| ogbg-molclintox | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9153 (-0.0042) | 0.8883 (-0.0103) | 0.8905 (-0.0081) | 2.25 |
| ogbg-molclintox | tag | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9183 (-0.0054) | 0.8433 (0.0435) |  |  |
| ogbg-molclintox | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.9001 (-0.0236) | 0.8009 (0.0011) | 0.8084 (0.0085) | 2.59 |
| ogbg-molclintox | transformer | fixed-rrog-T1-ns3 | rocauc | 1 | 0.9322 (0.0051) | 0.8522 (-0.0242) |  |  |
| ogbg-molclintox | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.8521 (-0.0749) | 0.7333 (-0.1431) | 0.7908 (-0.0855) | 3.26 |
| ogbg-molesol | appnp | fixed-rrog-T1-ns3 | rmse | 1 | 1.4196 (0.1887) | 1.4929 (0.0284) |  |  |
| ogbg-molesol | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.6270 (-0.0187) | 1.2973 (0.2239) | 1.0733 (0.4479) | 2.81 |
| ogbg-molesol | arma | fixed-rrog-T1-ns3 | rmse | 1 | 1.0034 (0.0160) | 1.1272 (-0.0606) |  |  |
| ogbg-molesol | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.3100 (-0.2905) | 1.5310 (-0.4644) | 1.0386 (0.0280) | 2.58 |
| ogbg-molesol | cheb | fixed-rrog-T1-ns3 | rmse | 1 | 0.9199 (0.0451) | 0.8841 (-0.0118) |  |  |
| ogbg-molesol | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0643 (-0.0993) | 1.0342 (-0.1620) | 0.8498 (0.0225) | 2.60 |
| ogbg-molesol | film | fixed-rrog-T1-ns3 | rmse | 1 | 1.0196 (0.0521) | 1.0849 (0.2047) |  |  |
| ogbg-molesol | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.3674 (-0.2956) | 1.3648 (-0.0752) | 1.1286 (0.1610) | 3.61 |
| ogbg-molesol | gatv2 | fixed-rrog-T1-ns3 | rmse | 1 | 1.0018 (0.0350) | 0.9780 (0.0098) |  |  |
| ogbg-molesol | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9842 (0.0525) | 0.9534 (0.0344) | 0.8806 (0.1072) | 2.49 |
| ogbg-molesol | gcn | fixed-rrog-T1-ns3 | rmse | 1 | 0.9591 (0.0818) | 0.9305 (0.1856) |  |  |
| ogbg-molesol | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0294 (0.0115) | 1.2573 (-0.1411) | 0.9222 (0.1940) | 2.72 |
| ogbg-molesol | gen | fixed-rrog-T1-ns3 | rmse | 1 | 1.0027 (0.0062) | 0.9206 (-0.0444) |  |  |
| ogbg-molesol | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.1622 (-0.1534) | 1.4459 (-0.5697) | 1.0919 (-0.2157) | 2.61 |
| ogbg-molesol | gin | fixed-rrog-T1-ns3 | rmse | 1 | 0.9647 (0.0540) | 1.0798 (-0.0899) |  |  |
| ogbg-molesol | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.4047 (-0.3860) | 2.0651 (-1.0751) | 0.9663 (0.0236) | 2.98 |
| ogbg-molesol | gine | fixed-rrog-T1-ns3 | rmse | 1 | 1.0581 (-0.0295) | 1.0951 (-0.0144) |  |  |
| ogbg-molesol | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.3110 (-0.2824) | 2.0394 (-0.9588) | 1.0993 (-0.0186) | 2.88 |
| ogbg-molesol | graphconv | fixed-rrog-T1-ns3 | rmse | 1 | 1.0048 (-0.0307) | 0.9968 (-0.0236) |  |  |
| ogbg-molesol | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.1480 (-0.1739) | 1.2081 (-0.2348) | 1.0046 (-0.0314) | 2.74 |
| ogbg-molesol | graphsage | fixed-rrog-T1-ns3 | rmse | 1 | 0.9934 (-0.0254) | 1.0794 (-0.0757) |  |  |
| ogbg-molesol | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.1587 (-0.1907) | 1.3229 (-0.3191) | 0.9324 (0.0714) | 2.40 |
| ogbg-molesol | mf | fixed-rrog-T1-ns3 | rmse | 1 | 1.0553 (0.0942) | 1.0368 (0.0271) |  |  |
| ogbg-molesol | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0765 (0.0729) | 1.0844 (-0.0205) | 0.9589 (0.1050) | 3.41 |
| ogbg-molesol | pna | fixed-rrog-T1-ns3 | rmse | 1 | 0.9841 (-0.0725) | 0.9092 (0.0060) |  |  |
| ogbg-molesol | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.2810 (-0.3694) | 1.4176 (-0.5023) | 0.9829 (-0.0677) | 2.60 |
| ogbg-molesol | resgated | fixed-rrog-T1-ns3 | rmse | 1 | 0.9873 (-0.0382) | 0.8825 (0.0083) |  |  |
| ogbg-molesol | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0939 (-0.1447) | 1.0833 (-0.1925) | 0.9181 (-0.0273) | 3.23 |
| ogbg-molesol | sgc | fixed-rrog-T1-ns3 | rmse | 1 | 1.0129 (0.0488) | 0.9373 (0.0407) |  |  |
| ogbg-molesol | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0345 (0.0272) | 1.0466 (-0.0686) | 0.9781 (-0.0001) | 3.28 |
| ogbg-molesol | tag | fixed-rrog-T1-ns3 | rmse | 1 | 0.9036 (0.0288) | 0.9462 (0.0215) |  |  |
| ogbg-molesol | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0871 (-0.1548) | 1.2508 (-0.2831) | 1.0190 (-0.0512) | 2.35 |
| ogbg-molesol | transformer | fixed-rrog-T1-ns3 | rmse | 1 | 0.9841 (-0.0443) | 1.0004 (-0.0512) |  |  |
| ogbg-molesol | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0664 (-0.1267) | 0.9534 (-0.0042) | 0.8505 (0.0987) | 2.28 |
| ogbg-molfreesolv | appnp | fixed-rrog-T1-ns3 | rmse | 1 | 5.5593 (0.4869) | 3.6549 (0.9928) |  |  |
| ogbg-molfreesolv | arma | fixed-rrog-T1-ns3 | rmse | 1 | 5.0683 (-0.8021) | 3.6823 (-0.7053) |  |  |
| ogbg-molfreesolv | cheb | fixed-rrog-T1-ns3 | rmse | 1 | 3.0142 (-0.0662) | 2.2399 (0.0032) |  |  |
| ogbg-molfreesolv | film | fixed-rrog-T1-ns3 | rmse | 1 | 3.2952 (-0.1406) | 3.3042 (-0.3460) |  |  |
| ogbg-molfreesolv | gatv2 | fixed-rrog-T1-ns3 | rmse | 1 | 3.9984 (0.2103) | 2.5966 (0.1403) |  |  |
| ogbg-molfreesolv | gcn | fixed-rrog-T1-ns3 | rmse | 1 | 3.5888 (0.1285) | 2.4444 (0.0407) |  |  |
| ogbg-molfreesolv | gen | fixed-rrog-T1-ns3 | rmse | 1 | 4.3009 (-0.3011) | 2.9063 (-0.3476) |  |  |
| ogbg-molfreesolv | gin | fixed-rrog-T1-ns3 | rmse | 1 | 3.9743 (0.0447) | 3.4292 (0.0607) |  |  |
| ogbg-molfreesolv | gine | fixed-rrog-T1-ns3 | rmse | 1 | 4.4468 (-1.1508) | 3.7405 (-0.5963) |  |  |
| ogbg-molfreesolv | graphconv | fixed-rrog-T1-ns3 | rmse | 1 | 2.9106 (-0.3792) | 3.1429 (-0.3476) |  |  |
| ogbg-molfreesolv | graphsage | fixed-rrog-T1-ns3 | rmse | 1 | 3.7380 (-0.2358) | 2.1931 (0.1046) |  |  |
| ogbg-molfreesolv | mf | fixed-rrog-T1-ns3 | rmse | 1 | 2.5060 (0.2313) | 3.1892 (-0.3007) |  |  |
| ogbg-molfreesolv | pna | fixed-rrog-T1-ns3 | rmse | 1 | 3.3334 (-0.9708) | 2.4279 (-0.1669) |  |  |
| ogbg-molfreesolv | resgated | fixed-rrog-T1-ns3 | rmse | 1 | 3.0920 (-0.6148) | 2.0244 (-0.0203) |  |  |
| ogbg-molfreesolv | sgc | fixed-rrog-T1-ns3 | rmse | 1 | 3.9261 (-0.0114) | 2.4887 (-0.0741) |  |  |
| ogbg-molfreesolv | tag | fixed-rrog-T1-ns3 | rmse | 1 | 2.7359 (-0.0486) | 2.0588 (0.3237) |  |  |
| ogbg-molfreesolv | transformer | fixed-rrog-T1-ns3 | rmse | 1 | 4.4180 (-0.3237) | 2.4325 (-0.1120) |  |  |
| ogbg-molhiv | appnp | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7568 (0.0294) | 0.7303 (0.0321) |  |  |
| ogbg-molhiv | appnp | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7203 (-0.0471) | 0.6825 (-0.0175) |  |  |
| ogbg-molhiv | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7379 (-0.0296) | 0.6883 (-0.0117) | 0.7291 (0.0291) | 2.10 |
| ogbg-molhiv | arma | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7823 (0.0023) | 0.7120 (-0.0276) |  |  |
| ogbg-molhiv | arma | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7926 (0.0054) | 0.7318 (0.0021) |  |  |
| ogbg-molhiv | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7861 (-0.0011) | 0.7307 (0.0011) | 0.7379 (0.0082) | 2.09 |
| ogbg-molhiv | cheb | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7898 (0.0099) | 0.7347 (0.0083) |  |  |
| ogbg-molhiv | cheb | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7735 (-0.0096) | 0.7426 (0.0144) |  |  |
| ogbg-molhiv | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7825 (-0.0006) | 0.7206 (-0.0076) | 0.7219 (-0.0063) | 2.29 |
| ogbg-molhiv | film | fixed-rrog-T1-ns3 | rocauc | 3 | 0.8070 (0.0230) | 0.7523 (0.0018) |  |  |
| ogbg-molhiv | film | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7633 (-0.0288) | 0.7728 (-0.0114) |  |  |
| ogbg-molhiv | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.8150 (0.0229) | 0.7415 (-0.0427) | 0.7292 (-0.0551) | 2.21 |
| ogbg-molhiv | gatv2 | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7734 (-0.0106) | 0.7269 (-0.0023) |  |  |
| ogbg-molhiv | gatv2 | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7835 (0.0001) | 0.7466 (-0.0096) |  |  |
| ogbg-molhiv | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7722 (-0.0112) | 0.7005 (-0.0557) | 0.7210 (-0.0353) | 2.16 |
| ogbg-molhiv | gcn | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7829 (0.0078) | 0.7386 (0.0026) |  |  |
| ogbg-molhiv | gcn | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7455 (-0.0300) | 0.7483 (0.0285) |  |  |
| ogbg-molhiv | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7652 (-0.0102) | 0.7280 (0.0082) | 0.7195 (-0.0003) | 2.14 |
| ogbg-molhiv | gen | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7664 (0.0038) | 0.7487 (0.0049) |  |  |
| ogbg-molhiv | gen | fixed-rrog-T3-ns3 | rocauc | 1 | 0.8128 (0.0598) | 0.7631 (0.0318) |  |  |
| ogbg-molhiv | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7690 (0.0160) | 0.7434 (0.0121) | 0.7427 (0.0113) | 2.18 |
| ogbg-molhiv | gin | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7710 (-0.0342) | 0.7548 (-0.0052) |  |  |
| ogbg-molhiv | gin | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7524 (-0.0644) | 0.7324 (-0.0400) |  |  |
| ogbg-molhiv | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7623 (-0.0545) | 0.7285 (-0.0439) | 0.7415 (-0.0309) | 2.18 |
| ogbg-molhiv | gine | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7646 (-0.0140) | 0.7352 (-0.0153) |  |  |
| ogbg-molhiv | gine | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7575 (-0.0368) | 0.7401 (-0.0044) |  |  |
| ogbg-molhiv | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7427 (-0.0515) | 0.7217 (-0.0228) | 0.7220 (-0.0226) | 2.19 |
| ogbg-molhiv | graphconv | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7755 (0.0099) | 0.7305 (-0.0025) |  |  |
| ogbg-molhiv | graphconv | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7713 (0.0006) | 0.6979 (-0.0129) |  |  |
| ogbg-molhiv | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7791 (0.0084) | 0.7511 (0.0403) | 0.7493 (0.0385) | 2.23 |
| ogbg-molhiv | graphsage | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7860 (-0.0005) | 0.7290 (-0.0216) |  |  |
| ogbg-molhiv | graphsage | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7587 (-0.0382) | 0.7641 (0.0016) |  |  |
| ogbg-molhiv | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7724 (-0.0244) | 0.7541 (-0.0084) | 0.7493 (-0.0132) | 2.23 |
| ogbg-molhiv | mf | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7826 (0.0109) | 0.7127 (-0.0225) |  |  |
| ogbg-molhiv | mf | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7931 (0.0085) | 0.7217 (0.0143) |  |  |
| ogbg-molhiv | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.8047 (0.0201) | 0.7416 (0.0343) | 0.7333 (0.0260) | 2.20 |
| ogbg-molhiv | pna | fixed-rrog-T1-ns3 | rocauc | 3 | 0.8141 (0.0198) | 0.7503 (-0.0018) |  |  |
| ogbg-molhiv | pna | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7890 (0.0111) | 0.7630 (-0.0018) |  |  |
| ogbg-molhiv | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7488 (-0.0292) | 0.6730 (-0.0918) | 0.6877 (-0.0771) | 2.06 |
| ogbg-molhiv | resgated | fixed-rrog-T1-ns3 | rocauc | 3 | 0.8020 (0.0057) | 0.7383 (0.0066) |  |  |
| ogbg-molhiv | resgated | fixed-rrog-T3-ns3 | rocauc | 1 | 0.8174 (0.0030) | 0.7055 (-0.0187) |  |  |
| ogbg-molhiv | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.8031 (-0.0113) | 0.7503 (0.0261) | 0.7567 (0.0325) | 2.22 |
| ogbg-molhiv | sgc | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7643 (-0.0056) | 0.7105 (0.0067) |  |  |
| ogbg-molhiv | sgc | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7482 (0.0003) | 0.7177 (0.0158) |  |  |
| ogbg-molhiv | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7353 (-0.0126) | 0.6962 (-0.0057) | 0.7017 (-0.0002) | 2.08 |
| ogbg-molhiv | tag | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7554 (0.0066) | 0.7339 (-0.0093) |  |  |
| ogbg-molhiv | tag | fixed-rrog-T3-ns3 | rocauc | 1 | 0.7804 (0.0276) | 0.7352 (0.0096) |  |  |
| ogbg-molhiv | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7568 (0.0040) | 0.7481 (0.0225) | 0.7477 (0.0222) | 2.23 |
| ogbg-molhiv | transformer | fixed-rrog-T1-ns3 | rocauc | 3 | 0.7844 (0.0177) | 0.7637 (-0.0077) |  |  |
| ogbg-molhiv | transformer | fixed-rrog-T3-ns3 | rocauc | 1 | 0.8088 (0.0471) | 0.7413 (-0.0134) |  |  |
| ogbg-molhiv | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7813 (0.0196) | 0.7294 (-0.0253) | 0.7396 (-0.0151) | 2.22 |
| ogbg-mollipo | appnp | fixed-rrog-T1-ns3 | rmse | 1 | 0.8393 (0.0622) | 0.9174 (-0.0104) |  |  |
| ogbg-mollipo | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.1389 (-0.2374) | 1.0733 (-0.1663) | 0.8332 (0.0738) | 2.24 |
| ogbg-mollipo | arma | fixed-rrog-T1-ns3 | rmse | 1 | 0.7173 (0.0152) | 0.7548 (-0.0253) |  |  |
| ogbg-mollipo | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 108.3475 (-107.6151) | 1.5815 (-0.8520) | 1.2715 (-0.5420) | 6.02 |
| ogbg-mollipo | cheb | fixed-rrog-T1-ns3 | rmse | 1 | 0.6990 (0.0198) | 0.7132 (0.0048) |  |  |
| ogbg-mollipo | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.7459 (-0.0271) | 0.8055 (-0.0875) | 0.7405 (-0.0225) | 2.03 |
| ogbg-mollipo | film | fixed-rrog-T1-ns3 | rmse | 1 | 0.8122 (-0.0502) | 0.7353 (0.0018) |  |  |
| ogbg-mollipo | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9864 (-0.2243) | 0.9712 (-0.2341) | 0.8345 (-0.0974) | 3.21 |
| ogbg-mollipo | gatv2 | fixed-rrog-T1-ns3 | rmse | 1 | 0.7080 (-0.0215) | 0.7334 (-0.0026) |  |  |
| ogbg-mollipo | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.8837 (-0.1973) | 0.9251 (-0.1943) | 0.7936 (-0.0628) | 2.29 |
| ogbg-mollipo | gcn | fixed-rrog-T1-ns3 | rmse | 1 | 0.7730 (-0.0351) | 0.7759 (0.0069) |  |  |
| ogbg-mollipo | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9104 (-0.1725) | 0.9299 (-0.1471) | 0.8010 (-0.0181) | 2.48 |
| ogbg-mollipo | gen | fixed-rrog-T1-ns3 | rmse | 1 | 0.6594 (0.0452) | 0.7456 (-0.0077) |  |  |
| ogbg-mollipo | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9300 (-0.2254) | 0.9386 (-0.2007) | 0.9375 (-0.1996) | 4.25 |
| ogbg-mollipo | gin | fixed-rrog-T1-ns3 | rmse | 1 | 0.6749 (0.0105) | 0.7073 (0.0317) |  |  |
| ogbg-mollipo | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.8873 (-0.2019) | 1.0246 (-0.2856) | 0.8619 (-0.1229) | 2.54 |
| ogbg-mollipo | gine | fixed-rrog-T1-ns3 | rmse | 1 | 0.7168 (-0.0553) | 0.7316 (0.0025) |  |  |
| ogbg-mollipo | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.8773 (-0.2159) | 0.9710 (-0.2369) | 0.8221 (-0.0880) | 2.40 |
| ogbg-mollipo | graphconv | fixed-rrog-T1-ns3 | rmse | 1 | 0.7372 (-0.0195) | 0.7396 (-0.0099) |  |  |
| ogbg-mollipo | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9624 (-0.2446) | 0.9986 (-0.2689) | 0.7662 (-0.0366) | 2.12 |
| ogbg-mollipo | graphsage | fixed-rrog-T1-ns3 | rmse | 1 | 0.7184 (0.0055) | 0.7720 (0.0063) |  |  |
| ogbg-mollipo | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0742 (-0.3503) | 1.1165 (-0.3382) | 0.9748 (-0.1965) | 5.46 |
| ogbg-mollipo | mf | fixed-rrog-T1-ns3 | rmse | 1 | 0.7050 (0.0080) | 0.7101 (0.0304) |  |  |
| ogbg-mollipo | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 1.0056 (-0.2927) | 0.9820 (-0.2415) | 0.9414 (-0.2009) | 4.32 |
| ogbg-mollipo | pna | fixed-rrog-T1-ns3 | rmse | 1 | 0.7466 (-0.0287) | 0.7908 (-0.0159) |  |  |
| ogbg-mollipo | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9147 (-0.1968) | 0.9267 (-0.1517) | 0.8750 (-0.1001) | 4.61 |
| ogbg-mollipo | resgated | fixed-rrog-T1-ns3 | rmse | 1 | 0.6766 (-0.0046) | 0.7144 (0.0126) |  |  |
| ogbg-mollipo | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.8307 (-0.1587) | 0.8825 (-0.1554) | 0.7250 (0.0020) | 2.12 |
| ogbg-mollipo | sgc | fixed-rrog-T1-ns3 | rmse | 1 | 0.7537 (-0.0032) | 0.7490 (0.0685) |  |  |
| ogbg-mollipo | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.9196 (-0.1692) | 1.0145 (-0.1969) | 0.8478 (-0.0303) | 2.35 |
| ogbg-mollipo | tag | fixed-rrog-T1-ns3 | rmse | 1 | 0.6743 (-0.0052) | 0.7201 (0.0026) |  |  |
| ogbg-mollipo | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.8615 (-0.1924) | 0.9196 (-0.1969) | 0.8038 (-0.0812) | 2.35 |
| ogbg-mollipo | transformer | fixed-rrog-T1-ns3 | rmse | 1 | 0.6688 (0.0121) | 0.7396 (-0.0050) |  |  |
| ogbg-mollipo | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rmse | 1 | 0.8666 (-0.1856) | 0.8930 (-0.1583) | 0.7886 (-0.0540) | 2.32 |
| ogbg-molsider | appnp | fixed-rrog-T1-ns3 | rocauc | 1 | 0.5938 (0.0051) | 0.5905 (-0.0099) |  |  |
| ogbg-molsider | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.5801 (-0.0085) | 0.6009 (0.0005) | 0.5959 (-0.0045) | 7.28 |
| ogbg-molsider | arma | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6344 (0.0071) | 0.6141 (-0.0018) |  |  |
| ogbg-molsider | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6605 (0.0332) | 0.5590 (-0.0569) | 0.5581 (-0.0578) | 7.90 |
| ogbg-molsider | cheb | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6263 (0.0026) | 0.6096 (0.0062) |  |  |
| ogbg-molsider | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6409 (0.0172) | 0.6150 (0.0116) | 0.6145 (0.0111) | 7.87 |
| ogbg-molsider | film | fixed-rrog-T1-ns3 | rocauc | 1 | 0.5862 (-0.0162) | 0.5974 (0.0076) |  |  |
| ogbg-molsider | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.5408 (-0.0616) | 0.5825 (-0.0073) | 0.5825 (-0.0073) | 8.00 |
| ogbg-molsider | gatv2 | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6462 (0.0391) | 0.6000 (-0.0013) |  |  |
| ogbg-molsider | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.5778 (-0.0294) | 0.6337 (0.0324) | 0.6340 (0.0326) | 7.96 |
| ogbg-molsider | gcn | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6256 (-0.0037) | 0.6117 (0.0031) |  |  |
| ogbg-molsider | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6346 (0.0053) | 0.6445 (0.0359) | 0.6445 (0.0359) | 7.93 |
| ogbg-molsider | gen | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6345 (-0.0175) | 0.6053 (0.0199) |  |  |
| ogbg-molsider | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6114 (-0.0405) | 0.6071 (0.0218) | 0.6071 (0.0218) | 8.00 |
| ogbg-molsider | gin | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6046 (-0.0179) | 0.6022 (0.0274) |  |  |
| ogbg-molsider | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.5942 (-0.0283) | 0.5949 (0.0201) | 0.5949 (0.0201) | 8.00 |
| ogbg-molsider | gine | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6151 (-0.0176) | 0.6150 (0.0655) |  |  |
| ogbg-molsider | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6117 (-0.0209) | 0.6143 (0.0648) | 0.6148 (0.0653) | 7.96 |
| ogbg-molsider | graphconv | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6010 (0.0089) | 0.5963 (-0.0188) |  |  |
| ogbg-molsider | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6140 (0.0219) | 0.6069 (-0.0082) | 0.6064 (-0.0087) | 7.92 |
| ogbg-molsider | graphsage | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6232 (0.0015) | 0.5861 (0.0053) |  |  |
| ogbg-molsider | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6150 (-0.0068) | 0.6082 (0.0275) | 0.6073 (0.0265) | 7.92 |
| ogbg-molsider | mf | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6190 (-0.0012) | 0.5983 (0.0122) |  |  |
| ogbg-molsider | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6300 (0.0098) | 0.5843 (-0.0017) | 0.5856 (-0.0005) | 7.87 |
| ogbg-molsider | pna | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6058 (-0.0161) | 0.5721 (-0.0243) |  |  |
| ogbg-molsider | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.5810 (-0.0408) | 0.5398 (-0.0567) | 0.5398 (-0.0567) | 8.00 |
| ogbg-molsider | resgated | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6205 (-0.0005) | 0.5960 (0.0050) |  |  |
| ogbg-molsider | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6097 (-0.0112) | 0.6246 (0.0335) | 0.6247 (0.0336) | 7.95 |
| ogbg-molsider | sgc | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6151 (-0.0022) | 0.6417 (0.0375) |  |  |
| ogbg-molsider | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.5866 (-0.0308) | 0.6246 (0.0203) | 0.6242 (0.0199) | 7.88 |
| ogbg-molsider | tag | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6410 (-0.0028) | 0.6102 (-0.0041) |  |  |
| ogbg-molsider | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6329 (-0.0109) | 0.6061 (-0.0082) | 0.6067 (-0.0076) | 7.91 |
| ogbg-molsider | transformer | fixed-rrog-T1-ns3 | rocauc | 1 | 0.6315 (0.0156) | 0.6190 (0.0210) |  |  |
| ogbg-molsider | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.6288 (0.0128) | 0.6215 (0.0235) | 0.6212 (0.0232) | 7.95 |
| ogbg-moltox21 | appnp | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7280 (0.0025) | 0.7154 (-0.0005) |  |  |
| ogbg-moltox21 | appnp | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7171 (-0.0083) | 0.7197 (0.0039) | 0.7332 (0.0173) | 2.59 |
| ogbg-moltox21 | arma | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7771 (-0.0028) | 0.7209 (-0.0014) |  |  |
| ogbg-moltox21 | arma | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7575 (-0.0224) | 0.7162 (-0.0061) | 0.7237 (0.0014) | 2.87 |
| ogbg-moltox21 | cheb | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7710 (-0.0125) | 0.7286 (-0.0015) |  |  |
| ogbg-moltox21 | cheb | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7824 (-0.0010) | 0.7195 (-0.0105) | 0.7203 (-0.0098) | 3.01 |
| ogbg-moltox21 | film | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7727 (0.0025) | 0.7369 (0.0209) |  |  |
| ogbg-moltox21 | film | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7513 (-0.0189) | 0.6885 (-0.0275) | 0.6897 (-0.0263) | 3.55 |
| ogbg-moltox21 | gatv2 | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7762 (0.0135) | 0.7303 (0.0143) |  |  |
| ogbg-moltox21 | gatv2 | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7674 (0.0046) | 0.7155 (-0.0004) | 0.7172 (0.0012) | 4.04 |
| ogbg-moltox21 | gcn | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7588 (0.0007) | 0.7230 (0.0059) |  |  |
| ogbg-moltox21 | gcn | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7677 (0.0097) | 0.7136 (-0.0035) | 0.7247 (0.0076) | 3.26 |
| ogbg-moltox21 | gen | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7757 (-0.0077) | 0.7312 (-0.0132) |  |  |
| ogbg-moltox21 | gen | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7548 (-0.0286) | 0.7300 (-0.0144) | 0.7366 (-0.0078) | 3.43 |
| ogbg-moltox21 | gin | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7718 (0.0028) | 0.7237 (-0.0005) |  |  |
| ogbg-moltox21 | gin | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7634 (-0.0056) | 0.7044 (-0.0198) | 0.7112 (-0.0130) | 4.17 |
| ogbg-moltox21 | gine | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7622 (-0.0122) | 0.7193 (-0.0135) |  |  |
| ogbg-moltox21 | gine | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7616 (-0.0127) | 0.7120 (-0.0208) | 0.7177 (-0.0151) | 3.93 |
| ogbg-moltox21 | graphconv | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7820 (-0.0011) | 0.7313 (0.0166) |  |  |
| ogbg-moltox21 | graphconv | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7641 (-0.0191) | 0.7210 (0.0063) | 0.7323 (0.0175) | 4.09 |
| ogbg-moltox21 | graphsage | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7697 (-0.0012) | 0.7205 (0.0009) |  |  |
| ogbg-moltox21 | graphsage | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7792 (0.0083) | 0.7217 (0.0021) | 0.7282 (0.0087) | 3.39 |
| ogbg-moltox21 | mf | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7695 (-0.0078) | 0.7279 (-0.0002) |  |  |
| ogbg-moltox21 | mf | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7656 (-0.0117) | 0.7236 (-0.0045) | 0.7314 (0.0034) | 2.96 |
| ogbg-moltox21 | pna | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7745 (0.0085) | 0.7349 (0.0403) |  |  |
| ogbg-moltox21 | pna | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7625 (-0.0035) | 0.7138 (0.0192) | 0.7200 (0.0254) | 4.06 |
| ogbg-moltox21 | resgated | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7887 (-0.0064) | 0.7380 (0.0104) |  |  |
| ogbg-moltox21 | resgated | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7737 (-0.0213) | 0.7454 (0.0179) | 0.7449 (0.0173) | 2.78 |
| ogbg-moltox21 | sgc | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7506 (-0.0105) | 0.7355 (0.0115) |  |  |
| ogbg-moltox21 | sgc | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7669 (0.0058) | 0.7262 (0.0022) | 0.7331 (0.0091) | 3.26 |
| ogbg-moltox21 | tag | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7839 (-0.0027) | 0.7342 (-0.0074) |  |  |
| ogbg-moltox21 | tag | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7792 (-0.0074) | 0.7195 (-0.0221) | 0.7225 (-0.0190) | 3.32 |
| ogbg-moltox21 | transformer | fixed-rrog-T1-ns3 | rocauc | 1 | 0.7761 (0.0105) | 0.7292 (-0.0018) |  |  |
| ogbg-moltox21 | transformer | rrog-act-stream-T1-ns3-hm8-min2-loss0.2-lq0.1-hex0.1-qw0 | rocauc | 1 | 0.7840 (0.0184) | 0.7237 (-0.0072) | 0.7242 (-0.0068) | 4.33 |