Sukai Huang

A Reminder of its Brittleness: Language Reward Shaping May Hinder Learning for Instruction Following Agents

2023 · arXiv (Cornell University)

Teaching agents to follow complex written instructions has been an important yet elusive goal. One technique for enhancing learning efficiency is language reward shaping (LRS). Within a reinforcement learning (RL) framework, LRS involves training a …