2026
ARM-FM: Automated Reward Machines via Foundation Models for Compositional Reinforcement Learning
ICLR 2026poster
Reinforcement learning (RL) algorithms are highly sensitive to reward function specification, which remains a central challenge limiting their broad applicability. We present ARM-FM: Automated Reward Machines via Foundation Models, a framework for automated, compositional reward design in RL that le…