Shaolei Ren

Anytime-Competitive Reinforcement Learning with Policy Prior

2023 · arXiv (Cornell University)

This paper studies the problem of Anytime-Competitive Markov Decision Process (A-CMDP). Existing works on Constrained Markov Decision Processes (CMDPs) aim to optimize the expected reward while constraining the expected cost over random dynamics, but the …