Frequency-Uniform Log-Regret Reinforcement Learning for Diffusions

arXiv:2610.36758 · math.OC, cs.LG · Submitted 2026-10-27 · Read on arXiv

math.OC, cs.LG

Submitted: 2026-10-27

Updated: 2026-10-27

Terminology

• Regret — 1× in this paper · explained in 4 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes

Related papers

• Lions and Muons: Optimization via Stochastic Frank-Wolfe under Heavy-Tailed Noise
• Adam-HNAG: A Convergent Reformulation of Adam with Accelerated Rate
• Incremental Learning in Mirror Flows
• Beyond Aggregate Drift: Optimal Client-Specific Windows in Federated Learning
• Lower Bounds for Randomized Linear-Oracle Optimization over Strongly Convex Sets
• Second-Order Optimization with Asynchronous Curvature