Commit Graph
11 Commits
Author SHA1 Message Date
NilsandClaude Fable 5 3477fb5da0 method: truncated-BPTT bias bound via rho(A) — contraction certifies tail-only gradients
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-15 01:08:58 +02:00
NilsandClaude Fable 5 0fd93cb328 n=500 controls: paired net-effect significant (loop vs untrained merge 17-4, p=0.007); ladder and net accounting finalized
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 20:08:57 +02:00
NilsandClaude Fable 5 1d4cffd6ad integrate LCB dissociation (untrained merge wins far-transfer, p=0.001 vs trained loop), capability panel (no MC damage), L23 exit completes sweep
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 19:44:07 +02:00
NilsandClaude Fable 5 caef95f10f budget-CoT per-item: paired ties with latent arms confirmed (p>=0.69)
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 17:29:56 +02:00
NilsandClaude Fable 5 2ce646d175 best-of-3 oracle/deployable split: realistic selector loses the overall edge (55.0/27.3 vs oracle 57.8/34.5); paper economics rewritten
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 17:16:00 +02:00
NilsandClaude Fable 5 dcd0b0b2dc HumanEval transfer: trained-vs-untrained-merge paired test (p=0.80, n.s.) -- transfer gain is the merge itself, not trained content
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 16:30:36 +02:00
NilsandClaude Fable 5 d1bafc2d4d revision per review: seed means in headlines, net accounting vs untrained merge, bucket definition up front, GSM12B n.s. (p=0.86), law->regularity, norm spec, compute appendix, public repo URL
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 16:05:40 +02:00
NilsandClaude Fable 5 55665ce251 CPU endgame: stats pass (Wilson/McNemar/pooled hard), final figures, PAPER.md rewrite around amortizable-content thesis
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 15:46:58 +02:00
NilsandClaude Fable 5 ba3bacc252 unification paragraph: anchor coefficient as the stability dial across Lys/ours/McLeish
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 10:25:04 +02:00
NilsandClaude Fable 5 8e7bd2019e integrate McLeish et al. + Lys et al.: reposition related work, rung-2 Muon note
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 10:24:17 +02:00
NilsandClaude Fable 5 ef9c08966c J-lens workspace reproduction + loop retrofit: lens, band looping, adapters, controls, multi-task evals
Reproduction of the 2026 workspace/J-lens paper on gemma-4 (E2B/12B/26B),
plus the workspace-loop retrofit line: merge adapter, prompt-only latent
planning (MBPP), carry variant, attribution controls (FF/pause/untrained),
band-location ablation, Blocksworld harness, 12B replication scripts.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-14 00:54:12 +02:00