arxivcs.LG2026-07-01
Measuring Dead Directions: Decomposing and Classifying Singular Structure off Canonical Alignment
We give a descent-free, alignment-free measurement of singular structure on trained networks. At a single frozen checkpoint the read recovers the order $k$ of each dead direction from the directional-Fisher rate, the master invariant from which the per-direction learning coeffici…