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>
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
parent: ae368dafa311946c5a57b07c4c2d3c78d92e48a4 (diff)
6 files changed, 1436 insertions, 961 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": [
+    {
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+      "mean_norm": 9.15559649001807e-05,
+      "median_norm": 6.607273826375604e-05,
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+      "pr_mean": 0.1851312220096588,
+      "hoyer_mean": 0.5329517126083374,
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+        "5": 0.3967384696006775,
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+        "25": 0.804891049861908
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+    {
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+      "r_inf_mean": 0.32220906019210815,
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+      "hoyer_mean": 0.5220228433609009,
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+        "5": 0.41159749031066895,
+        "10": 0.5678898692131042,
+        "25": 0.8107988238334656
+      }
+    },
+    {
+      "layer": 3,
+      "mean_norm": 8.715597505215555e-05,
+      "median_norm": 6.27272529527545e-05,
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+      "hoyer_mean": 0.5113759636878967,
+      "topk_energy": {
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+        "5": 0.41694819927215576,
+        "10": 0.5739493370056152,
+        "25": 0.8166541457176208
+      }
+    }
+  ]
+}
+\ No newline at end of file
diff --git a/results/confirmatory/clean_sparsity/cifar_ep_s123.json b/results/confirmatory/clean_sparsity/cifar_ep_s123.json
new file mode 100644
index 0000000..005ccdf
--- /dev/null
+++ b/results/confirmatory/clean_sparsity/cifar_ep_s123.json
@@ -0,0 +1,91 @@
+{
+  "method": "ep",
+  "seed": 123,
+  "d": 256,
+  "per_layer": [
+    {
+      "layer": 0,
+      "mean_norm": 0.00010456332529429346,
+      "median_norm": 6.980952457524836e-05,
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+      "r_inf_mean": 0.4620172381401062,
+      "pr_mean": 0.11449450254440308,
+      "hoyer_mean": 0.4635075330734253,
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+        "10": 0.6297639608383179,
+        "25": 0.8313008546829224
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+    {
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+      "hoyer_mean": 0.4630514085292816,
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+    {
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+      "pr_mean": 0.1039460152387619,
+      "hoyer_mean": 0.44482535123825073,
+      "topk_energy": {
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+        "5": 0.5239989161491394,
+        "10": 0.6505527496337891,
+        "25": 0.8411887884140015
+      }
+    },
+    {
+      "layer": 3,
+      "mean_norm": 0.00010035223385784775,
+      "median_norm": 6.629401468671858e-05,
+      "support": {
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+      "r_inf_mean": 0.49055981636047363,
+      "pr_mean": 0.09709744155406952,
+      "hoyer_mean": 0.431086927652359,
+      "topk_energy": {
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+        "5": 0.537769615650177,
+        "10": 0.6647151112556458,
+        "25": 0.8509942293167114
+      }
+    }
+  ]
+}
+\ No newline at end of file
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": {
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+        "0.0001": 0.58984375
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+      "r_inf_mean": 0.32484251260757446,
+      "pr_mean": 0.18121182918548584,
+      "hoyer_mean": 0.5369894504547119,
+      "topk_energy": {
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+        "5": 0.4041516184806824,
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+        "25": 0.793650209903717
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+    {
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+      "median_norm": 0.00011280256876489148,
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+    {
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+        "25": 0.7961149215698242
+      }
+    }
+  ]
+}
+\ No newline at end of file
diff --git a/results/confirmatory/clean_sparsity/cifar_ep_s456.json b/results/confirmatory/clean_sparsity/cifar_ep_s456.json
new file mode 100644
index 0000000..5cf3786
--- /dev/null
+++ b/results/confirmatory/clean_sparsity/cifar_ep_s456.json
@@ -0,0 +1,91 @@
+{
+  "method": "ep",
+  "seed": 456,
+  "d": 256,
+  "per_layer": [
+    {
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+      "mean_norm": 0.00019033838179893792,
+      "median_norm": 0.00014054861094336957,
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+      "r_inf_mean": 0.2553776204586029,
+      "pr_mean": 0.21334712207317352,
+      "hoyer_mean": 0.556216835975647,
+      "topk_energy": {
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+        "25": 0.7933647036552429
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+    },
+    {
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+      "median_norm": 0.0001404981449013576,
+      "support": {
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+    {
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+        "25": 0.7964314222335815
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+    },
+    {
+      "layer": 3,
+      "mean_norm": 0.0001882519864011556,
+      "median_norm": 0.00014072256453800946,
+      "support": {
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+        "10": 0.5554432272911072,
+        "25": 0.8010607957839966
+      }
+    }
+  ]
+}
+\ No newline at end of file
diff --git a/results/confirmatory/clean_sparsity/cifar_ep_s789.json b/results/confirmatory/clean_sparsity/cifar_ep_s789.json
new file mode 100644
index 0000000..3aa00b4
--- /dev/null
+++ b/results/confirmatory/clean_sparsity/cifar_ep_s789.json
@@ -0,0 +1,91 @@
+{
+  "method": "ep",
+  "seed": 789,
+  "d": 256,
+  "per_layer": [
+    {
+      "layer": 0,
+      "mean_norm": 0.00017598697741050273,
+      "median_norm": 0.0001435329031664878,
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+        "0.0001": 0.77734375
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+      "r_inf_mean": 0.25733304023742676,
+      "pr_mean": 0.21203935146331787,
+      "hoyer_mean": 0.5531952381134033,
+      "topk_energy": {
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+        "10": 0.5429649353027344,
+        "25": 0.7928071022033691
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+    {
+      "layer": 1,
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+      "median_norm": 0.00014246668433770537,
+      "support": {
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+    {
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+    },
+    {
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+      "topk_energy": {
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+        "25": 0.8028245568275452
+      }
+    }
+  ]
+}
+\ No newline at end of file
diff --git a/results/confirmatory/clean_sparsity_summary.csv b/results/confirmatory/clean_sparsity_summary.csv
index 6e5be9e..2d07040 100644
--- a/results/confirmatory/clean_sparsity_summary.csv
+++ b/results/confirmatory/clean_sparsity_summary.csv
@@ -1,961 +1,981 @@
-dataset,method,seed,alpha,depth,acc,loss,layer,mean_norm,median_norm,max_norm,min_norm,s_1e-08,s_1e-07,s_1e-06,s_1e-05,s_0.0001,r_inf_mean,pr_mean,hoyer_mean,eff_dim_mean,topk1_energy,topk5_energy,topk10_energy,topk25_energy,gamma_raw,gamma_active_1e-08,gamma_ew_1e-08,gamma_active_1e-07,gamma_ew_1e-07,gamma_active_1e-06,gamma_ew_1e-06,gamma_active_1e-05,gamma_ew_1e-05,gamma_active_0.0001,gamma_ew_0.0001
-cifar,bp,1024,,4,0.6015625,1.1946052312850952,0,0.0002798207860905677,0.00020267750369384885,0.001603970886208117,5.976108496952293e-08,1.0,0.9921875,0.984375,0.88671875,0.6875,0.20139387249946594,0.31741204857826233,0.6261790990829468,0.6261790990829468,0.07353625446557999,0.27943694591522217,0.44604575634002686,0.7326434850692749,-0.017300808802247047,-0.017300808802247047,-0.013198051673178161,-0.01674279384315014,-0.013198051673178161,-0.016736796125769615,-0.013198051673178161,-0.016768425703048706,-0.013198051673178161,-0.016719387844204903,-0.013198051673178161
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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
parent	ae368dafa311946c5a57b07c4c2d3c78d92e48a4 (diff)