Learning Task Automata for Reinforcement Learning using Hidden Markov Models

Alessandro Abate, Yousif Almulla, James Fox +2

Training reinforcement learning (RL) agents using scalar reward signals is often infeasible when an environment has sparse and non-Markovian rewards. Moreover, handcrafting these r…