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2026-04-08Sync experiment+protocol scripts with v2.32 corrected control valuesYurenHao0426
The pre-v2.31 unsourced values BP=0.609 and DFA=0.308 (which v2.31 fixed to 0.585 and 0.301 via matched 30-ep controls) were also hardcoded as "compare to" comments in 5 helper scripts: experiments/bp_with_penalty_control.py experiments/dfa_residual_penalty_test.py experiments/resmlp_frozen_blocks_baseline.py protocol/examples/threshold_d_sensitivity.py protocol/examples/plot_penalty_rescue.py These are non-paper-input scripts (their output goes to stdout, not to the paper), so the stale values didn't cause numerical errors in the paper itself. But the original v2.31 BP+pen=0.609 unsourced number bug came from exactly this kind of hardcoded "for-comparison" comment that was never measured. Updating them now to remove the same trap from future runs. Each script now references the matched 30-ep 3-seed values from results/bp_no_penalty_30ep, results/dfa_no_penalty_30ep, results/ dfa_pen_short, and results/bp_with_penalty. protocol/EVIDENCE_SUMMARY.md and PAPER_OUTLINE.md still have stale numbers — these are project scratch documents and not user-facing. Deferred to a separate sweep if needed. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-04-08Add penalty lambda 3-seed summary script + checkpoint save in penalty testYurenHao0426
- New script: protocol/examples/penalty_lam_3seed_summary.py Loads existing penalty JSON files for lam=1e-3 and lam=1e-2 across seeds, computes 3-seed mean margin vs DFA-shallow baseline, and explicitly checks the (d) verdict at 2pp threshold per seed and in aggregate. Reports MIXED if seeds disagree. Current result: lam=1e-2 has 3 seeds (margin +1.38 ± 0.05 pp, all FIRE), lam=1e-3 has 1 seed (+2.31 pp, PASSES). Awaiting s123/s456 for lam=1e-3. - experiments/dfa_residual_penalty_test.py: now saves model checkpoint + Bs alongside JSON log so post-hoc protocol can be applied without re-running. Closes the pitfall #6.5 self-disclosure (auxiliary nets must be saved for post-hoc Gamma to be reconstructible).