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…