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authorYurenHao0426 <Blackhao0426@gmail.com>2026-04-03 10:37:49 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-04-03 10:37:49 -0500
commit593628cec3cd75eee1033e7a8d6bc4572de5a543 (patch)
treecab6d621e4a016c1a9751382fc3a1711aa4d197f /results/confirmatory/clean_sparsity/cifar_ep_s1024.json
parentae368dafa311946c5a57b07c4c2d3c78d92e48a4 (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.json91
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
+ }
+ }
+ ]
+} \ No newline at end of file