Verifiable Hidden Dynamics Play: Generating Agentic RL Environments from Solved Mechanisms

Xinjie Shen, Wei Fan, Xudong Guo +5

Language-model agents increasingly face long-horizon tasks with evolving state, interdependent decisions, and delayed outcomes. Scaling their training requires diverse agentic envi…