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cs.LG2026
Provably Safe Reinforcement Learning for Stochastic Reach-Avoid Problems with Entropy Regularization
Abhijit Mazumdar, Rafal Wisniewski, Manuela L. Bujorianu
We consider the problem of learning the optimal policy for Markov decision processes with safety constraints. We formulate the problem in a reach-avoid setup. Our goal is to design…
cs.LG2024★ 1 cited
Safe Reinforcement Learning for Constrained Markov Decision Processes with Stochastic Stopping Time
Abhijit Mazumdar, Rafal Wisniewski, Manuela L. Bujorianu
In this paper, we present an online reinforcement learning algorithm for constrained Markov decision processes with a safety constraint. Despite the necessary attention of the scie…