Manuscript Psy01-A@1 · Psy01-A.tex · section · 94477fa3

A minimal certification protocol

Comparison with the supplied observations and code audit › A minimal certification protocol · lines 2052–2074

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For a checkpoint-specific mathematical claim, retain:

  1. the exact baseline and early-stage checkpoints;

  2. binary masks and integer counts for every layer;

  3. the optimizer-reset convention and training schedule;

  4. independent recorded training and evaluation streams;

  5. common latent test examples for both task labels;

  6. clean endpoint accuracies and unclamped cue differences;

  7. midpoint accuracy for each reference task separately;

  8. repeated stress estimates and their conditional Monte Carlo uncertainty;

  9. margin distributions and the constants in Theorems thm:parameterstability, thm:globalstress, and thm:frozengates;

  10. an independent validation or simultaneous-testing procedure for selecting a pruning peak.

The numerical table then becomes evidence to be certified, not a replacement for the theorem's assumptions.