Add clean sparsity results: 168 JSONs from independent processes on GPU 1

CIFAR: 24 JSONs (4 methods × 6 seeds), BP s(1e-6)=98% confirmed
Synthetic: 144 JSONs (4 methods × 6 seeds × 3 alphas × 2 depths)
All data reliable — each method+seed in separate Python process.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

1 files changed, 640 insertions, 0 deletions

diff --git a/results/confirmatory/clean_sparsity/synth_dfa_s42_a1.0_L4.json b/results/confirmatory/clean_sparsity/synth_dfa_s42_a1.0_L4.json
new file mode 100644
index 0000000..77a5b2f
--- /dev/null
+++ b/results/confirmatory/clean_sparsity/synth_dfa_s42_a1.0_L4.json
@@ -0,0 +1,640 @@
+{
+  "dataset": "synth",
+  "method": "dfa",
+  "seed": 42,
+  "alpha": 1.0,
+  "depth": 4,
+  "batch": 512,
+  "loss": 9.959592819213867,
+  "acc": 0.09765625,
+  "per_layer": [
+    {
+      "layer": 0,
+      "mean_norm": 0.017818545922636986,
+      "median_norm": 0.01744621992111206,
+      "max_norm": 0.06091040372848511,
+      "min_norm": 1.3415603739019843e-08,
+      "support": {
+        "1e-08": 1.0,
+        "1e-07": 0.998046875,
+        "1e-06": 0.994140625,
+        "1e-05": 0.990234375,
+        "0.0001": 0.982421875
+      },
+      "log_norms_percentiles": {
+        "1": -4.4490580558776855,
+        "5": -2.4321417808532715,
+        "10": -2.032693862915039,
+        "25": -1.8520926237106323,
+        "50": -1.758249044418335,
+        "75": -1.6616926193237305,
+        "90": -1.588365077972412,
+        "95": -1.5287803411483765,
+        "99": -1.4129067659378052
+      },
+      "log_norms_histogram": [
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        2,
+        0,
+        0,
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        0,
+        0,
+        0,
+        1,
+        1,
+        1,
+        0,
+        1,
+        2,
+        2,
+        3,
+        0,
+        2,
+        2,
+        0,
+        2,
+        0,
+        1,
+        3,
+        4,
+        8,
+        16,
+        51,
+        167,
+        165,
+        59,
+        13,
+        3
+      ],
+      "log_norms_bin_edges": [
+        -7.872390270233154,
+        -7.739248752593994,
+        -7.606106758117676,
+        -7.472965240478516,
+        -7.3398237228393555,
+        -7.206682205200195,
+        -7.073540687561035,
+        -6.940398693084717,
+        -6.807257175445557,
+        -6.6741156578063965,
+        -6.540973663330078,
+        -6.407832145690918,
+        -6.274690628051758,
+        -6.141549110412598,
+        -6.0084075927734375,
+        -5.875265598297119,
+        -5.742124080657959,
+        -5.608982563018799,
+        -5.4758405685424805,
+        -5.34269905090332,
+        -5.20955753326416,
+        -5.076416015625,
+        -4.94327449798584,
+        -4.8101325035095215,
+        -4.676990985870361,
+        -4.543849468231201,
+        -4.410707473754883,
+        -4.277565956115723,
+        -4.1444244384765625,
+        -4.011282920837402,
+        -3.878141164779663,
+        -3.744999408721924,
+        -3.6118578910827637,
+        -3.4787163734436035,
+        -3.3455748558044434,
+        -3.212432861328125,
+        -3.079291343688965,
+        -2.9461498260498047,
+        -2.8130078315734863,
+        -2.679866313934326,
+        -2.546724796295166,
+        -2.413583278656006,
+        -2.2804417610168457,
+        -2.1472997665405273,
+        -2.014158248901367,
+        -1.881016731262207,
+        -1.7478747367858887,
+        -1.6147332191467285,
+        -1.4815917015075684,
+        -1.3484501838684082,
+        -1.2153085470199585
+      ],
+      "r_inf_mean": 0.3467870354652405,
+      "r_inf_median": 0.3422580659389496,
+      "pr_mean": 0.17512691020965576,
+      "pr_median": 0.17410242557525635,
+      "hoyer_mean": 0.45175814628601074,
+      "eff_dim_mean": 0.45175814628601074,
+      "topk_energy": {
+        "1": 0.12324295938014984,
+        "5": 0.42472344636917114,
+        "10": 0.6093724966049194,
+        "25": 0.874174952507019
+      },
+      "gamma_raw": -0.011563010513782501,
+      "gamma_active": {
+        "1e-08": -0.011563010513782501,
+        "1e-07": -0.01168851274996996,
+        "1e-06": -0.01174476183950901,
+        "1e-05": -0.011946136131882668,
+        "0.0001": -0.011777122505009174
+      },
+      "gamma_energy_weighted": {
+        "1e-08": -0.01722884581416426,
+        "1e-07": -0.01722884581416426,
+        "1e-06": -0.01722884581416426,
+        "1e-05": -0.01722884581416426,
+        "0.0001": -0.01722884581416426
+      }
+    },
+    {
+      "layer": 1,
+      "mean_norm": 0.002088101115077734,
+      "median_norm": 0.0022036994341760874,
+      "max_norm": 0.004260533023625612,
+      "min_norm": 1.314001352170635e-09,
+      "support": {
+        "1e-08": 0.998046875,
+        "1e-07": 0.994140625,
+        "1e-06": 0.990234375,
+        "1e-05": 0.982421875,
+        "0.0001": 0.9609375
+      },
+      "log_norms_percentiles": {
+        "1": -5.429847240447998,
+        "5": -3.340477228164673,
+        "10": -2.8877949714660645,
+        "25": -2.72451114654541,
+        "50": -2.6568214893341064,
+        "75": -2.6080684661865234,
+        "90": -2.5669939517974854,
+        "95": -2.528749465942383,
+        "99": -2.4608912467956543
+      },
+      "log_norms_histogram": [
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        1,
+        0,
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        0,
+        0,
+        0,
+        0,
+        2,
+        0,
+        1,
+        1,
+        0,
+        1,
+        1,
+        2,
+        3,
+        2,
+        1,
+        1,
+        0,
+        2,
+        1,
+        0,
+        7,
+        5,
+        4,
+        12,
+        38,
+        238,
+        170,
+        15
+      ],
+      "log_norms_bin_edges": [
+        -8.881404876708984,
+        -8.751187324523926,
+        -8.620969772338867,
+        -8.490753173828125,
+        -8.360535621643066,
+        -8.230318069458008,
+        -8.10010051727295,
+        -7.969883441925049,
+        -7.83966588973999,
+        -7.70944881439209,
+        -7.579231262207031,
+        -7.449013710021973,
+        -7.318796157836914,
+        -7.188579082489014,
+        -7.058361530303955,
+        -6.928144454956055,
+        -6.797926902770996,
+        -6.6677093505859375,
+        -6.537492275238037,
+        -6.4072747230529785,
+        -6.277057647705078,
+        -6.1468400955200195,
+        -6.016622543334961,
+        -5.886404991149902,
+        -5.756187915802002,
+        -5.625970840454102,
+        -5.495753288269043,
+        -5.365535736083984,
+        -5.235318183898926,
+        -5.105101108551025,
+        -4.974883556365967,
+        -4.844666481018066,
+        -4.714448928833008,
+        -4.584231376647949,
+        -4.454014301300049,
+        -4.32379674911499,
+        -4.19357967376709,
+        -4.063362121582031,
+        -3.9331445693969727,
+        -3.8029274940490723,
+        -3.6727099418640137,
+        -3.542492389678955,
+        -3.4122753143310547,
+        -3.282057762145996,
+        -3.1518402099609375,
+        -3.021623134613037,
+        -2.8914055824279785,
+        -2.761188507080078,
+        -2.6309709548950195,
+        -2.500753402709961,
+        -2.3705360889434814
+      ],
+      "r_inf_mean": 0.2807486951351166,
+      "r_inf_median": 0.2725348472595215,
+      "pr_mean": 0.2964019179344177,
+      "pr_median": 0.30154281854629517,
+      "hoyer_mean": 0.6128425598144531,
+      "eff_dim_mean": 0.6128425598144531,
+      "topk_energy": {
+        "1": 0.08119034767150879,
+        "5": 0.29857325553894043,
+        "10": 0.4548112154006958,
+        "25": 0.7440608143806458
+      },
+      "gamma_raw": 0.011214717291295528,
+      "gamma_active": {
+        "1e-08": 0.01124632079154253,
+        "1e-07": 0.011634266003966331,
+        "1e-06": 0.011717678979039192,
+        "1e-05": 0.011576728895306587,
+        "0.0001": 0.011543957516551018
+      },
+      "gamma_energy_weighted": {
+        "1e-08": 0.016017894388066327,
+        "1e-07": 0.016017894388066327,
+        "1e-06": 0.016017894388066327,
+        "1e-05": 0.016017894388066327,
+        "0.0001": 0.016017894388066327
+      }
+    },
+    {
+      "layer": 2,
+      "mean_norm": 0.001690404606051743,
+      "median_norm": 0.0018438705010339618,
+      "max_norm": 0.0022986847907304764,
+      "min_norm": 1.237695723688148e-09,
+      "support": {
+        "1e-08": 0.998046875,
+        "1e-07": 0.994140625,
+        "1e-06": 0.990234375,
+        "1e-05": 0.982421875,
+        "0.0001": 0.9609375
+      },
+      "log_norms_percentiles": {
+        "1": -5.568781852722168,
+        "5": -3.432922124862671,
+        "10": -2.9800450801849365,
+        "25": -2.79018235206604,
+        "50": -2.7342047691345215,
+        "75": -2.705350399017334,
+        "90": -2.6792099475860596,
+        "95": -2.6709330081939697,
+        "99": -2.6480627059936523
+      },
+      "log_norms_histogram": [
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        0,
+        0,
+        0,
+        1,
+        1,
+        1,
+        1,
+        0,
+        1,
+        0,
+        1,
+        3,
+        2,
+        2,
+        1,
+        1,
+        0,
+        2,
+        1,
+        0,
+        7,
+        5,
+        5,
+        9,
+        17,
+        119,
+        327
+      ],
+      "log_norms_bin_edges": [
+        -8.90738582611084,
+        -8.782008171081543,
+        -8.656631469726562,
+        -8.531253814697266,
+        -8.405876159667969,
+        -8.280499458312988,
+        -8.155121803283691,
+        -8.029745101928711,
+        -7.904367446899414,
+        -7.778989791870117,
+        -7.6536126136779785,
+        -7.52823543548584,
+        -7.402857780456543,
+        -7.277480602264404,
+        -7.152103424072266,
+        -7.026726245880127,
+        -6.901349067687988,
+        -6.775971412658691,
+        -6.650594234466553,
+        -6.525217056274414,
+        -6.399839401245117,
+        -6.2744622230529785,
+        -6.14908504486084,
+        -6.023707389831543,
+        -5.898330211639404,
+        -5.772953033447266,
+        -5.647575378417969,
+        -5.522198677062988,
+        -5.396821022033691,
+        -5.271443843841553,
+        -5.146066665649414,
+        -5.020689010620117,
+        -4.8953118324279785,
+        -4.76993465423584,
+        -4.644556999206543,
+        -4.519179821014404,
+        -4.393802642822266,
+        -4.268425464630127,
+        -4.14304780960083,
+        -4.017670631408691,
+        -3.8922934532165527,
+        -3.766915798187256,
+        -3.641538619995117,
+        -3.5161614418029785,
+        -3.39078426361084,
+        -3.265406608581543,
+        -3.1400294303894043,
+        -3.0146522521972656,
+        -2.8892745971679688,
+        -2.76389741897583,
+        -2.6385204792022705
+      ],
+      "r_inf_mean": 0.24292714893817902,
+      "r_inf_median": 0.23911209404468536,
+      "pr_mean": 0.3499802350997925,
+      "pr_median": 0.350597083568573,
+      "hoyer_mean": 0.6414167881011963,
+      "eff_dim_mean": 0.6414167881011963,
+      "topk_energy": {
+        "1": 0.05960927903652191,
+        "5": 0.2584185004234314,
+        "10": 0.4167124032974243,
+        "25": 0.7177705764770508
+      },
+      "gamma_raw": 0.03267107903957367,
+      "gamma_active": {
+        "1e-08": 0.032731793820858,
+        "1e-07": 0.03276238963007927,
+        "1e-06": 0.03273762762546539,
+        "1e-05": 0.03284170478582382,
+        "0.0001": 0.03279900923371315
+      },
+      "gamma_energy_weighted": {
+        "1e-08": 0.03636856184855524,
+        "1e-07": 0.03636856184855524,
+        "1e-06": 0.03636856184855524,
+        "1e-05": 0.03636856184855524,
+        "0.0001": 0.03636856184855524
+      }
+    },
+    {
+      "layer": 3,
+      "mean_norm": 0.001682401285506785,
+      "median_norm": 0.0018325344426557422,
+      "max_norm": 0.0022907464299350977,
+      "min_norm": 1.2334812060643685e-09,
+      "support": {
+        "1e-08": 0.998046875,
+        "1e-07": 0.994140625,
+        "1e-06": 0.990234375,
+        "1e-05": 0.982421875,
+        "0.0001": 0.9609375
+      },
+      "log_norms_percentiles": {
+        "1": -5.569997787475586,
+        "5": -3.4340879917144775,
+        "10": -2.9791505336761475,
+        "25": -2.791239023208618,
+        "50": -2.736901044845581,
+        "75": -2.7073092460632324,
+        "90": -2.680774211883545,
+        "95": -2.6739323139190674,
+        "99": -2.6475791931152344
+      },
+      "log_norms_histogram": [
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        0,
+        1,
+        0,
+        1,
+        0,
+        0,
+        0,
+        0,
+        0,
+        0,
+        1,
+        0,
+        0,
+        0,
+        1,
+        1,
+        1,
+        1,
+        0,
+        1,
+        0,
+        1,
+        3,
+        2,
+        2,
+        0,
+        2,
+        0,
+        2,
+        1,
+        0,
+        7,
+        5,
+        5,
+        9,
+        16,
+        122,
+        325
+      ],
+      "log_norms_bin_edges": [
+        -8.908867835998535,
+        -8.783491134643555,
+        -8.658114433288574,
+        -8.532736778259277,
+        -8.407360076904297,
+        -8.281983375549316,
+        -8.156606674194336,
+        -8.031229972839355,
+        -7.905852794647217,
+        -7.780475616455078,
+        -7.655098915100098,
+        -7.529722213745117,
+        -7.4043450355529785,
+        -7.278968334197998,
+        -7.153591156005859,
+        -7.028214454650879,
+        -6.902837753295898,
+        -6.77746057510376,
+        -6.652083396911621,
+        -6.526706695556641,
+        -6.40132999420166,
+        -6.27595329284668,
+        -6.150576114654541,
+        -6.025198936462402,
+        -5.899822235107422,
+        -5.774445533752441,
+        -5.649068832397461,
+        -5.523691654205322,
+        -5.398314476013184,
+        -5.272937774658203,
+        -5.147561073303223,
+        -5.022184371948242,
+        -4.8968071937561035,
+        -4.771430492401123,
+        -4.646053314208984,
+        -4.520676612854004,
+        -4.395299434661865,
+        -4.269922733306885,
+        -4.144546031951904,
+        -4.019168853759766,
+        -3.893792152404785,
+        -3.7684149742126465,
+        -3.643038272857666,
+        -3.5176615715026855,
+        -3.392284393310547,
+        -3.2669076919555664,
+        -3.1415305137634277,
+        -3.0161538124084473,
+        -2.8907766342163086,
+        -2.765399932861328,
+        -2.6400229930877686
+      ],
+      "r_inf_mean": 0.24280603229999542,
+      "r_inf_median": 0.23904725909233093,
+      "pr_mean": 0.3505163788795471,
+      "pr_median": 0.3514935374259949,
+      "hoyer_mean": 0.6415455341339111,
+      "eff_dim_mean": 0.6415455341339111,
+      "topk_energy": {
+        "1": 0.05957484990358353,
+        "5": 0.2578091025352478,
+        "10": 0.4163019359111786,
+        "25": 0.7178477644920349
+      },
+      "gamma_raw": 0.0267526526004076,
+      "gamma_active": {
+        "1e-08": 0.02679542452096939,
+        "1e-07": 0.02678399533033371,
+        "1e-06": 0.02672143094241619,
+        "1e-05": 0.026817817240953445,
+        "0.0001": 0.02666880004107952
+      },
+      "gamma_energy_weighted": {
+        "1e-08": 0.027786115705898475,
+        "1e-07": 0.027786115705898475,
+        "1e-06": 0.027786115705898475,
+        "1e-05": 0.027786115705898475,
+        "0.0001": 0.027786115705898475
+      }
+    }
+  ]
+}
\ No newline at end of file