This repository hosts a paper list companion to the survey ‘The Rise and Potential of Large Language Model Based Agents.’ It catalogs key research papers on autonomous agents built with LLMs, covering topics like agent frameworks, reinforcement learning for agents, multi-turn decision making, and agent evaluation. The README also references related projects including AgentGym and AgentGym-RL for developing and training LLM-based agents across diverse interactive environments.