On the Stochastic (Variance-Reduced) Proximal Gradient Method for Regularized Expected Reward Optimization

Ling Liang, Haizhao Yang

We consider a regularized expected reward optimization problem in the non-oblivious setting that covers many existing problems in reinforcement learning (RL). In order to solve suc…