Reward Shaping and Action Masking for Compositional Tasks using Behavior Trees and LLMs

Nicholas Potteiger, Ankita Samaddar, Taylor T. Johnson +1

Decomposing complex tasks into a sequence of simpler subtasks can improve learning efficiency for an autonomous agent. Reinforcement learning (RL) can be used to optimize agent pol…