diff options
| author | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-03 10:37:49 -0500 |
|---|---|---|
| committer | YurenHao0426 <Blackhao0426@gmail.com> | 2026-04-03 10:37:49 -0500 |
| commit | 593628cec3cd75eee1033e7a8d6bc4572de5a543 (patch) | |
| tree | cab6d621e4a016c1a9751382fc3a1711aa4d197f /results/confirmatory/clean_sparsity/cifar_ep_s42.json | |
| parent | ae368dafa311946c5a57b07c4c2d3c78d92e48a4 (diff) | |
Add EP to BP gradient sparsity analysis
EP CIFAR d=256: s(1e-6)=100%, mean_norm=1.41e-04
EP produces networks where ALL samples have non-zero BP gradients,
unlike DFA (0.4%), SB (21%), CB (3%). EP is closer to BP (98.7%).
Updated clean_sparsity_summary.csv (980 rows, now includes EP).
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Diffstat (limited to 'results/confirmatory/clean_sparsity/cifar_ep_s42.json')
| -rw-r--r-- | results/confirmatory/clean_sparsity/cifar_ep_s42.json | 91 |
1 files changed, 91 insertions, 0 deletions
diff --git a/results/confirmatory/clean_sparsity/cifar_ep_s42.json b/results/confirmatory/clean_sparsity/cifar_ep_s42.json new file mode 100644 index 0000000..e7a15a1 --- /dev/null +++ b/results/confirmatory/clean_sparsity/cifar_ep_s42.json @@ -0,0 +1,91 @@ +{ + "method": "ep", + "seed": 42, + "d": 256, + "per_layer": [ + { + "layer": 0, + "mean_norm": 0.0001512095332145691, + "median_norm": 0.00011338386684656143, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.58984375 + }, + "r_inf_mean": 0.32484251260757446, + "pr_mean": 0.18121182918548584, + "hoyer_mean": 0.5369894504547119, + "topk_energy": { + "1": 0.18754106760025024, + "5": 0.4041516184806824, + "10": 0.5543932914733887, + "25": 0.793650209903717 + } + }, + { + "layer": 1, + "mean_norm": 0.00015127702499739826, + "median_norm": 0.00011280256876489148, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.58984375 + }, + "r_inf_mean": 0.3246065080165863, + "pr_mean": 0.1813136637210846, + "hoyer_mean": 0.5365023016929626, + "topk_energy": { + "1": 0.18746019899845123, + "5": 0.40398016571998596, + "10": 0.5541672110557556, + "25": 0.7939640283584595 + } + }, + { + "layer": 2, + "mean_norm": 0.00014867246500216424, + "median_norm": 0.00011029186134692281, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.55859375 + }, + "r_inf_mean": 0.329489529132843, + "pr_mean": 0.1764482706785202, + "hoyer_mean": 0.5301411151885986, + "topk_energy": { + "1": 0.1931612193584442, + "5": 0.4118368625640869, + "10": 0.5616813898086548, + "25": 0.7989727258682251 + } + }, + { + "layer": 3, + "mean_norm": 0.0001509760768385604, + "median_norm": 0.00010986281995428726, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.57421875 + }, + "r_inf_mean": 0.33422771096229553, + "pr_mean": 0.1741165667772293, + "hoyer_mean": 0.5330758094787598, + "topk_energy": { + "1": 0.1962406039237976, + "5": 0.4156147837638855, + "10": 0.5644109845161438, + "25": 0.7961149215698242 + } + } + ] +}
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