EnvRL: Learn from Environment Dynamics in Agentic Reinforcement Learning

Zhitong Wang, Songze Li, Hao Peng +4

Reinforcement learning (RL) has emerged as a powerful paradigm for training Large Language Models (LLMs) as agents. However, conventional RL methods for long-horizon agentic tasks…