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S. Meyn

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#machine learning Preprint Sep 2026

Fast PAC Global Optimization via Restarted Langevin: Exploration, Exploitation, and Degenerate Cooling

Low-temperature approximations are developed for this probably approximately correct (PAC) work--accuracy tradeoff, both for the best-state Langevin--gradient method and for related Langevin schemes.

Ioannis Kontoyiannis, S. Meyn · 0 citations