D. Zhou

Provably efficient representation selection in Low-rank Markov Decision Processes: from online to offline RL

The success of deep reinforcement learning (DRL) lies in its ability to learn a representation that is well-suited for the exploration and exploitation task. To understand how the choice of representation can improve the efficiency of reinforcement learning (RL), we study representation selection fo…