Policy Learning for Robust Markov Decision Process with a Mismatched Generative Model

Jialian Li, Tongzheng Ren, Dong Yan +2

In high-stake scenarios like medical treatment and auto-piloting, it's risky or even infeasible to collect online experimental data to train the agent. Simulation-based training ca…