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<title>faeval.git/results/confirmatory, branch master</title>
<subtitle>Unnamed repository; edit this file 'description' to name the repository.
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<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/'/>
<entry>
<title>Add new experiment scripts, figures, and paper assets; untrack pyc/build artifacts</title>
<updated>2026-06-14T09:06:32+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-06-14T09:06:32+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=aa73718eb6427d7da3b9cb416275802d90c4b2ed'/>
<id>aa73718eb6427d7da3b9cb416275802d90c4b2ed</id>
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Co-Authored-By: Claude Opus 4.8 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
Co-Authored-By: Claude Opus 4.8 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
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</content>
</entry>
<entry>
<title>Add 5 extra seeds to synthetic cross-state distance (now 10 seeds for all methods)</title>
<updated>2026-04-04T00:10:08+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-04T00:10:08+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=2dc8e7efb5f2ff827fbd97be87f0127aa5ab2757'/>
<id>2dc8e7efb5f2ff827fbd97be87f0127aa5ab2757</id>
<content type='text'>
BP/DFA/SB/CB: added seeds 2048,3000,4000,5000,6000 (L=4 only, all 3 alphas)
Total: 1290 rows (was 990)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
BP/DFA/SB/CB: added seeds 2048,3000,4000,5000,6000 (L=4 only, all 3 alphas)
Total: 1290 rows (was 990)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
</div>
</content>
</entry>
<entry>
<title>Complete EP data: 10-seed synthetic + 6-seed CIFAR persample + cross-state</title>
<updated>2026-04-03T18:51:15+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-03T18:51:15+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=58e859d83c77002d22571003075150d7e20d18a4'/>
<id>58e859d83c77002d22571003075150d7e20d18a4</id>
<content type='text'>
EP synthetic: 30 JSONs + 30 checkpoints (10 seeds × 3α)
EP CIFAR persample: 6 seeds × 4 layers × 256 samples = 6144 rows added
Synth cross-state: 150 EP rows added (990 total)
cifar_persample_all.csv: 30720 rows (was 24576, +6144 EP)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
EP synthetic: 30 JSONs + 30 checkpoints (10 seeds × 3α)
EP CIFAR persample: 6 seeds × 4 layers × 256 samples = 6144 rows added
Synth cross-state: 150 EP rows added (990 total)
cifar_persample_all.csv: 30720 rows (was 24576, +6144 EP)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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</content>
</entry>
<entry>
<title>EP synthetic 10 seeds complete: 30 JSONs + 30 checkpoints + cross-state distance</title>
<updated>2026-04-03T18:36:54+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-03T18:36:54+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=58200537a69ce09bd320da50d914b24f457c6402'/>
<id>58200537a69ce09bd320da50d914b24f457c6402</id>
<content type='text'>
Updated synth_cross_state_distance.csv with 150 EP rows (990 total).

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</content>
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<pre>
Updated synth_cross_state_distance.csv with 150 EP rows (990 total).

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
</div>
</content>
</entry>
<entry>
<title>Add EP cross-state distance for CIFAR + verify CNN summary</title>
<updated>2026-04-03T15:58:22+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-03T15:58:22+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=83b3e04e6856b9d9d6f3e75b6e955e5b78f9c787'/>
<id>83b3e04e6856b9d9d6f3e75b6e955e5b78f9c787</id>
<content type='text'>
EP CIFAR d_BP: L0=2.0×, L4=26.7× (much closer to BP than DFA=162×/2.5M×)
EP synthetic: no checkpoints saved (ep_synthetic.py didn't save .pt)
CNN summary: 20 rows confirmed correct

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
EP CIFAR d_BP: L0=2.0×, L4=26.7× (much closer to BP than DFA=162×/2.5M×)
EP synthetic: no checkpoints saved (ep_synthetic.py didn't save .pt)
CNN summary: 20 rows confirmed correct

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
</div>
</content>
</entry>
<entry>
<title>Add EP synthetic per-seed CSV + synthetic cross-state distance</title>
<updated>2026-04-03T15:46:24+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-03T15:46:24+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=6b63be9452ad5742cfdaca103fb8f1fc1437e5dd'/>
<id>6b63be9452ad5742cfdaca103fb8f1fc1437e5dd</id>
<content type='text'>
EP synthetic: 15 rows (3α × 5 seeds)
Synth cross-state: 840 rows (3α × 2L × 4 methods × 5 seeds × (L+1) layers)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
EP synthetic: 15 rows (3α × 5 seeds)
Synth cross-state: 840 rows (3α × 2L × 4 methods × 5 seeds × (L+1) layers)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
</div>
</content>
</entry>
<entry>
<title>Add EP to BP gradient sparsity analysis</title>
<updated>2026-04-03T15:37:49+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-03T15:37:49+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=593628cec3cd75eee1033e7a8d6bc4572de5a543'/>
<id>593628cec3cd75eee1033e7a8d6bc4572de5a543</id>
<content type='text'>
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) &lt;noreply@anthropic.com&gt;
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<pre>
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) &lt;noreply@anthropic.com&gt;
</pre>
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</content>
</entry>
<entry>
<title>Add cross-method hidden state distance vs BP</title>
<updated>2026-04-03T15:34:33+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-03T15:34:33+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=ae368dafa311946c5a57b07c4c2d3c78d92e48a4'/>
<id>ae368dafa311946c5a57b07c4c2d3c78d92e48a4</id>
<content type='text'>
Non-BP methods produce radically different representations:
DFA L0: 162×, L4: 2.5M× relative to BP hidden norms
SB L0: 3.2×, L4: 1.1M×
CB L0: 59×, L4: 1.4M×
(BP vs itself = 0)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</content>
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<pre>
Non-BP methods produce radically different representations:
DFA L0: 162×, L4: 2.5M× relative to BP hidden norms
SB L0: 3.2×, L4: 1.1M×
CB L0: 59×, L4: 1.4M×
(BP vs itself = 0)

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
</div>
</content>
</entry>
<entry>
<title>Add d=512 support sparsity: 20 JSONs + summary CSV</title>
<updated>2026-04-02T02:09:20+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-02T02:09:20+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=17e53bcf6971d93bd7061d6376b485132b30c825'/>
<id>17e53bcf6971d93bd7061d6376b485132b30c825</id>
<content type='text'>
BP: s(1e-6)=92.7%, norm=2.70e-04, r_inf=0.159, PR=0.300
DFA: s(1e-6)=0.1%, norm=5.31e-08
SB: s(1e-6)=20.3%, norm=2.33e-06
CB: s(1e-6)=1.2%, norm=9.88e-08

Same pattern as d=256, confirming width-independence of the sparsity gap.

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
BP: s(1e-6)=92.7%, norm=2.70e-04, r_inf=0.159, PR=0.300
DFA: s(1e-6)=0.1%, norm=5.31e-08
SB: s(1e-6)=20.3%, norm=2.33e-06
CB: s(1e-6)=1.2%, norm=9.88e-08

Same pattern as d=256, confirming width-independence of the sparsity gap.

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
</pre>
</div>
</content>
</entry>
<entry>
<title>Add missing bp_s456.json for CIFAR d=512 (rerun after SIGTERM)</title>
<updated>2026-04-02T01:54:58+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-04-02T01:54:58+00:00</published>
<link rel='alternate' type='text/html' href='https://git.blackhao.com/faeval.git/commit/?id=bd1ae4b38433358eb7ee2a7795a67ac53bfd43f3'/>
<id>bd1ae4b38433358eb7ee2a7795a67ac53bfd43f3</id>
<content type='text'>
bp s=456: acc=0.5999, rho=0.9881, nse=0.4764

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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<pre>
bp s=456: acc=0.5999, rho=0.9881, nse=0.4764

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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