Benchmarks for Reinforcement Learning with Biased Offline Data and Imperfect Simulators

Ori Linial, Guy Tennenholtz, Uri Shalit

In many reinforcement learning (RL) applications one cannot easily let the agent act in the world; this is true for autonomous vehicles, healthcare applications, and even some reco…