WooooDyy/LLM-Agent-Paper-List

The paper list of the 86-page SCIS cover paper "The Rise and Potential of Large Language Model Based Agents: A Survey" by Zhiheng Xi et al.

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Curates foundational research papers organized around a three-component agent architecture (brain, perception, action) with comprehensive coverage of single-agent, multi-agent, and human-agent cooperation scenarios. Complements the survey with **AgentGym**, a practical platform for developing and benchmarking LLM agents across diverse environments, plus **AgentGym-RL** for training agents via multi-turn reinforcement learning. Structured taxonomy spans agent construction, real-world applications, emergent social phenomena in agent societies, and open research challenges.

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Sep 12, 2025

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