Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning

Luofeng Liao, Zuyue Fu, Zhuoran Yang +3

In offline reinforcement learning (RL) an optimal policy is learned solely from a priori collected observational data. However, in observational data, actions are often confounded…