2025 "generalization theory" Papers

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Flatness is Necessary, Neural Collapse is Not: Rethinking Generalization via Grokking

Ting Han, Linara Adilova, Henning Petzka et al.

NeurIPS 2025oralarXiv:2509.17738
3
citations

Generalization through variance: how noise shapes inductive biases in diffusion models

John Vastola

ICLR 2025posterarXiv:2504.12532
18
citations

Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning

Jingyang Li, Jiachun Pan, Vincent Tan et al.

ICLR 2025posterarXiv:2410.11206
2
citations