Active Reward Machine Inference From Raw State Trajectories

Mohamad Louai Shehab, Antoine Aspeel, Necmiye Ozay

Reward machines are automaton-like structures that capture the memory required to accomplish a multi-stage task. When combined with reinforcement learning or optimal control method…