Learning to Constrain Policy Optimization with Virtual Trust Region

Hung Le, Thommen Karimpanal George, Majid Abdolshah +4

We introduce a constrained optimization method for policy gradient reinforcement learning, which uses a virtual trust region to regulate each policy update. In addition to using th…