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

arXiv:2609.06196 · math.OC, cs.LG · Submitted 2026-09-05 · Read on arXiv

math.OC, cs.LG

Submitted: 2026-09-05

Updated: 2026-09-28

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 1× in this paper · explained in 1 episode
• Gradient Flow — 1× in this paper · explained in 2 episodes
• Stochastic Dynamics — 1× in this paper · explained in 2 episodes

Sources

• Global Convergence and Acceleration for Single Observation Gradient Free Optimization

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