cond-mat.dis-nn · 2026-09-28 · No. 127
Disordered Systems and Neural Networks, 2026-09-28.
1 new papers in cond-mat.dis-nn. Titles, authors,
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01 — The papers
1 entries-
01
A Flatness-Generalization Relation in the Teacher-Student Tree-Committee Machine
Brandon Livio Annesi, Davide Straziota, Enrico Maria Malatesta
cond-mat.dis-nn · cs.LG · stat.ML
The flatness of the loss landscape at a minimizer is a widely used heuristic for reasoning about neural-network generalization, yet evidence for this relation is mostly empirical and controversial. We study this relation in a teacher-student tree committee machine, where both the ERM estimator and the Hessian spectrum are analytically tractable in the proportional high-dimensional limit. First, we use a zero-temperature Gibbs formulation to...
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