PAPER Publications / 2025

No-Regret Thompson Sampling for Finite-Horizon Markov Decision Processes with Gaussian Processes

Jasmine Bayrooti, Sattar Vakili, Amanda Prorok, Carl Henrik Ek

NeurIPS 2025 · December 2025

Abstract

A no-regret Thompson sampling algorithm for finite-horizon Markov decision processes using Gaussian process models, providing efficient exploration in model-based reinforcement learning settings.

Paper

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