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authorYurenHao0426 <Blackhao0426@gmail.com>2026-06-09 15:30:20 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-06-09 15:30:20 -0500
commit84fa70be406248e660488ddc4c56ca5ea0034189 (patch)
tree828e47ecd89991c2b446a0d0a6f5c030c7348e12 /notes/README.md
parentb246cc878c3db48e6d993a6a293176ee9be97e77 (diff)
Add teacher-task test-gap sweep and figure
SGD teacher sweep (widths 8-96, 24 FA runs/width): train gap soft and monotone (0.249 -> 0.0069) while the test gap changes sign — FA generalizes better than BP at intermediate width (-0.120 +/- 0.013 at w=32) and settles slightly positive once both fit. Scopes the paper's optimization-gap claims and preempts the generalization question. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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diff --git a/notes/README.md b/notes/README.md
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@@ -10,6 +10,10 @@ Use this directory as the project memory. Keep rough ideas here before promoting
- [36_evidence_ledger.md](36_evidence_ledger.md): **the writing base** — full
evidence chain, corrected headline numbers, figure sources, claim discipline.
+- [38_mnist_real_data_validation.md](38_mnist_real_data_validation.md): e0
+ theorem + estimator replicated on MNIST (no fit).
+- [39_teacher_test_gap.md](39_teacher_test_gap.md): teacher-task test gap —
+ optimization cost invariant, test effect task-dependent (sign flip).
- [37_wrapup_corrections.md](37_wrapup_corrections.md): pre-writing audit
fixes (e0 sampler now real FA backward; closed-form comparison now
data/init-matched — corr 0.977 retired, 0.933 matched / 0.982 ensemble).