Smoothed functional-based gradient algorithms for off-policy reinforcement learning: A non-asymptotic viewpoint

Nithia Vijayan, Prashanth L. A

We propose two policy gradient algorithms for solving the problem of control in an off-policy reinforcement learning (RL) context. Both algorithms incorporate a smoothed functional…