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cs.LG2026
Fluctuations of Nonlinear Observables in Mean Field Neural Network Training
Arnaud Descours, Geoffrey Lacour
Mean field limits describe the training dynamics of wide neural networks through the evolution of the empirical distribution of their parameters. Although functional central limit…
cs.LG2025
LeanTree: Accelerating White-Box Proof Search with Factorized States in Lean 4
Matěj Kripner, Michal Šustr, Milan Straka
Automated theorem proving (ATP) has been a classical problem in artificial intelligence since its inception, yet it remains challenging due to its vast state and action space. Larg…