Reinforcement Learning in MDPs with Information-Ordered Policies

arXiv:2508.03904 · stat.ML, cs.LG, math.OC · Submitted 2025-08-05 · Read on arXiv

stat.ML, cs.LG, math.OC

Submitted: 2025-08-05

Updated: 2026-10-16

Terminology

• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• Action Space — 1× in this paper · explained in 1 episode
• Regret — 1× in this paper · explained in 4 episodes
• Theoretical Guarantees — 1× in this paper · explained in 2 episodes

Related papers

• Behavior of prediction performance metrics with rare events
• Optimal Estimation of Generic Dynamics by Path-Dependent Neural Jump ODEs
• A Posterior-Dynamics Framework for Imaging Inverse Problems with Pretrained Diffusion Priors
• Efficient quadratic entropy with distance sketches
• Embedding-Bias in Conditional Independence Testing
• From Log-Odds to Shapley Values: An Explanatory Geometry for the Weighted Naive Bayes Classifier