Offline Reinforcement Learning with Instrumental Variables in Confounded Markov Decision Processes

Zuyue Fu, Zhengling Qi, Zhaoran Wang +3

We study the offline reinforcement learning (RL) in the face of unmeasured confounders. Due to the lack of online interaction with the environment, offline RL is facing the followi…