Reward-Zero: Language Embedding Driven Implicit Reward Mechanisms for Reinforcement Learning

Heng Zhang, Haddy Alchaer, Arash Ajoudani +1

We introduce Reward-Zero, a general-purpose implicit reward mechanism that transforms natural-language task descriptions into dense, semantically grounded progress signals for rein…