Resolving Action Bottleneck: Agentic Reinforcement Learning Informed by Token-Level Energy

Langzhou He, Junyou Zhu, Yue Zhou +7

Agentic reinforcement learning trains large language models using multi-turn trajectories that interleave long reasoning traces with short environment-facing actions. Common policy…