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
For a checkpoint-specific mathematical claim, retain:
the exact baseline and early-stage checkpoints;
binary masks and integer counts for every layer;
the optimizer-reset convention and training schedule;
independent recorded training and evaluation streams;
common latent test examples for both task labels;
clean endpoint accuracies and unclamped cue differences;
midpoint accuracy for each reference task separately;
repeated stress estimates and their conditional Monte Carlo uncertainty;
margin distributions and the constants in Theorems thm:parameterstability, thm:globalstress, and thm:frozengates;
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.