Translate Policy to Language: Flow Matching Generated Rewards for LLM Explanations

Xinyi Yang, Liang Zeng, Heng Dong +6

As humans increasingly share environments with diverse agents powered by RL, LLMs, and beyond, the ability to explain agent policies in natural language is vital for reliable coexi…