Provably Correct Optimization and Exploration with Non-linear Policies

Fei Feng, Wotao Yin, Alekh Agarwal +1

Policy optimization methods remain a powerful workhorse in empirical Reinforcement Learning (RL), with a focus on neural policies that can easily reason over complex and continuous…