Pathmanathan Pankayaraj

Constrained Reinforcement Learning in Hard Exploration Problems

One approach to guaranteeing safety in Reinforcement Learning is through cost constraints that are dependent on the policy. Recent works in constrained RL have developed methods that ensure constraints are enforced even at learning time while maximizing the overall value of the policy. Unfortunatel…