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_s1024.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_s1024.json')
| -rw-r--r-- | results/confirmatory/clean_sparsity/cifar_ep_s1024.json | 91 |
1 files changed, 91 insertions, 0 deletions
diff --git a/results/confirmatory/clean_sparsity/cifar_ep_s1024.json b/results/confirmatory/clean_sparsity/cifar_ep_s1024.json new file mode 100644 index 0000000..65256d9 --- /dev/null +++ b/results/confirmatory/clean_sparsity/cifar_ep_s1024.json @@ -0,0 +1,91 @@ +{ + "method": "ep", + "seed": 1024, + "d": 256, + "per_layer": [ + { + "layer": 0, + "mean_norm": 9.15559649001807e-05, + "median_norm": 6.607273826375604e-05, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.3046875 + }, + "r_inf_mean": 0.31026577949523926, + "pr_mean": 0.1851312220096588, + "hoyer_mean": 0.5329517126083374, + "topk_energy": { + "1": 0.158521369099617, + "5": 0.3967384696006775, + "10": 0.557002067565918, + "25": 0.804891049861908 + } + }, + { + "layer": 1, + "mean_norm": 9.101406612899154e-05, + "median_norm": 6.56897755106911e-05, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.30078125 + }, + "r_inf_mean": 0.31200894713401794, + "pr_mean": 0.18345797061920166, + "hoyer_mean": 0.5321497917175293, + "topk_energy": { + "1": 0.15984469652175903, + "5": 0.39870667457580566, + "10": 0.5582325458526611, + "25": 0.8051235675811768 + } + }, + { + "layer": 2, + "mean_norm": 8.733402501093224e-05, + "median_norm": 6.450584623962641e-05, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.2890625 + }, + "r_inf_mean": 0.32220906019210815, + "pr_mean": 0.17444628477096558, + "hoyer_mean": 0.5220228433609009, + "topk_energy": { + "1": 0.17035308480262756, + "5": 0.41159749031066895, + "10": 0.5678898692131042, + "25": 0.8107988238334656 + } + }, + { + "layer": 3, + "mean_norm": 8.715597505215555e-05, + "median_norm": 6.27272529527545e-05, + "support": { + "1e-08": 1.0, + "1e-07": 1.0, + "1e-06": 1.0, + "1e-05": 1.0, + "0.0001": 0.28125 + }, + "r_inf_mean": 0.32343047857284546, + "pr_mean": 0.17165207862854004, + "hoyer_mean": 0.5113759636878967, + "topk_energy": { + "1": 0.17299136519432068, + "5": 0.41694819927215576, + "10": 0.5739493370056152, + "25": 0.8166541457176208 + } + } + ] +}
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