PerDepthAdapter (Bae-style per-iteration merges) + convergence-halting probe (free ACT); pre-registration item 13

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
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Nils
2026-07-15 01:07:01 +02:00
co-authored by Claude Fable 5
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commit d00f120f27
4 changed files with 88 additions and 13 deletions
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@@ -133,3 +133,19 @@ number for the unified adapter exists at time of writing.
stability is where genuine iteration must live. Either outcome
formalizes "the anchor coefficient is the stability dial" as
"the anchor coefficient is the spectral radius".
13. **Per-depth adapter arm + free-ACT probe (pre-registered 2026-07-15,
before training).** (a) PerDepthAdapter: one merge adapter per
iteration (n=4, Bae-style depth-wise relaxation at the entrance;
breaks time-invariance — LTV, no fixed-point guarantee), standard
curriculum, e400, eval ks 0,2,4,8. Prediction: lands at or below the
distill/rung-2 amortization ceiling (~46% hard) because depth-indexed
weights add content, not state-evolution; exceeding it would show
per-iteration expressivity was binding and amend the deflationary
claim. Depths >4 reuse adapter 4 (stated: k=8 cell is then
fixed-point-like by construction). (b) Free-ACT probe on the standard
merge arm: record per-item convergence depth (cos>0.9995) at k=8 cap.
Predictions: accuracy unchanged vs fixed k (post-convergence no-ops);
mean k_conv ≈ 3; hard-labeled items converge SLOWER than easy ones
(adaptive compute allocates like ACT without any learned halting
parameter).