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Add six recent LLM agent papers on scientific discovery, multi-agent systems, and agentic RL #64

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8 changes: 7 additions & 1 deletion README.md
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Expand Up @@ -76,7 +76,8 @@ Our goal with this project is to build an exhaustive collection of awesome resou
* 🔥📖 [Oct 2022] **"ReAct: Synergizing Reasoning and Acting in Language Models."** *Shunyu Yao (Princeton & Google Brain) et al.* ICLR 2023. [[paper](https://arxiv.org/abs/2210.03629)] [[code](https://github.com/ysymyth/ReAct)] [[project page](https://react-lm.github.io)]

#### Multi-Agent Cooperation
* [Aug 2024] **"MegaAgent: A Practical Framework for Autonomous Cooperation in Large-Scale LLM Agent Systems"** Qian Wang (NUS) et al.* arXiv. [[paper](https://arxiv.org/abs/2408.09955)]
* [Oct 2024] **"CoMAS: Co-Evolving Multi-Agent Systems via Interaction Rewards."** *Xiangyuan Xue et al.* arXiv. [[paper](https://arxiv.org/abs/2510.08529)]
* [Aug 2024] **"MegaAgent: A Practical Framework for Autonomous Cooperation in Large-Scale LLM Agent Systems"** Qian Wang (NUS) et al.* arXiv. [[paper](https://arxiv.org/abs/2408.09955)]
* [May 2024] **"Conformity, Confabulation, and Impersonation: Persona Inconstancy in Multi-Agent LLM Collaboration."** Razan Baltaji (UIUC) et al.* arXiv. [[paper](https://arxiv.org/abs/2310.05036)] [[code](https://github.com/baltaci-r/CulturedAgents)]
* [April 2024] **"CoMM: Collaborative Multi-Agent, Multi-Reasoning-Path Prompting for Complex Problem Solving."** Pei Chen (TAMU) et al.* NAACL 2024. [[paper](https://arxiv.org/abs/2404.17729)] [[code](https://github.com/amazon-science/comm-prompt)]
* 📖 [Jan 2024] **"L2MAC: Large Language Model Automatic Computer for Extensive Code Generation."** *Samuel Holt (Cambridge) et al.* ICLR 2024. [[paper](https://arxiv.org/abs/2310.02003)] [[code](https://github.com/samholt/l2mac)] [[project page](https://samholt.github.io/L2MAC/)]
Expand Down Expand Up @@ -222,11 +223,15 @@ Our goal with this project is to build an exhaustive collection of awesome resou
Autonomous Agent for EDA."** *Zhuolun He (CUHK & Shanghai AI Lab) et al.* arXiv. [[paper](https://arxiv.org/abs/2308.10204)]
* [Aug 2023] **"The Hitchhiker's Guide to Program Analysis: A Journey with Large Language Models."** *Haonan Li (UCR) et al.* arXiv. [[paper](https://arxiv.org/abs/2308.00245)]
* [Jun 2023] **"Towards Autonomous Testing Agents via Conversational Large Language Models."** *Robert Feldt (Chalmers University of Technology) et al.* arXiv. [[paper](https://arxiv.org/abs/2306.05152)]
* 📖 [Jun 2024] **"GenoTEX: An LLM Agent Benchmark for Automated Gene Expression Data Analysis."** *Haoyang Liu (UIUC) et al.* MLCB 2025 (Oral). [[paper](https://arxiv.org/abs/2406.15341)] [[code](https://github.com/Liu-Hy/GenoTEX)] [[project page](https://liu-hy.github.io/GenoTEX/)]
* [Jul 2024] **"GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis."** *Haoyang Liu (UIUC) et al.* arXiv. [[paper](https://arxiv.org/abs/2507.21035)] [[code](https://github.com/Liu-Hy/GenoMAS)] [[project page](https://liu-hy.github.io/GenoMAS/)]
* [Aug 2024] **"aiXiv: A Next-Generation Open Access Ecosystem for Scientific Discovery Generated by AI Scientists."** *Pengsong Zhang et al.* arXiv. [[paper](https://arxiv.org/abs/2508.15126)] [[code](https://github.com/aixiv-org/aiXiv)]
* [Apr 2023] **"GeneGPT: Augmenting Large Language Models with Domain Tools for Improved Access to Biomedical Information."** *Qiao Jin, Yifan Yang, Qingyu Chen, Zhiyong Lu* arXiv. [[paper](https://arxiv.org/abs/2304.09667)] [[code](https://github.com/ncbi/GeneGPT)]
* 🔥 [Mar 2023] **"HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face."** *Yongliang Shen (ZJU & MSRA) et al.* arXiv. [[paper](https://arxiv.org/abs/2303.17580)] [[code](https://github.com/microsoft/JARVIS)]

#### Trustworthy

* [Apr 2024] **"Achilles Heel of Distributed Multi-Agent Systems."** *Yiting Zhang (UCSD) et al.* arXiv. [[paper](https://arxiv.org/abs/2504.07461)]
* [Feb 2024] **"Can Large Language Model Agents Simulate Human Trust Behaviors?"** *Chengxing Xie (KAUST) et al.* arXiv. [[paper](https://arxiv.org/abs/2402.04559)] [[code](https://github.com/camel-ai/agent-trust)] [[project page](https://www.camel-ai.org/research/agent-trust)]
* [Sep 2023] **"Identifying the Risks of LM Agents with an LM-Emulated Sandbox"** *Yangjun Ruan (University of Toronto & Vector Institute) et al.* arXiv. [[paper](https://arxiv.org/abs/2309.15817)] [[code](https://github.com/ryoungj/toolemu)] [[demo](https://demo.toolemu.com/)] [[project page](https://toolemu.com/)]
* [Aug 2023] **"Enhancing Trust in LLM-Based AI Automation Agents: New Considerations and Future Challenges."** *Sivan Schwartz (IBM Research) et al.* AutoMate @ IJCAI 2023. [[paper](https://arxiv.org/abs/2308.05391)]
Expand Down Expand Up @@ -289,6 +294,7 @@ Autonomous Agent for EDA."** *Zhuolun He (CUHK & Shanghai AI Lab) et al.* arXiv.

### Survey & Tutorial

* [Sep 2024] **"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey."** *Guibin Zhang et al.* arXiv. [[paper](https://arxiv.org/abs/2509.02547)] [[GitHub](https://github.com/xhyumiracle/Awesome-AgenticLLM-RL-Papers)]
* [Sep 2023] **"Natural Language based Context Modeling and Reasoning with LLMs: A Tutorial."** *Haoyi Xiong (Baidu) et al.* arXiv. [[paper](https://arxiv.org/abs/2309.15074)]
* [Sep 2023] **"An In-depth Survey of Large Language Model-based Artificial Intelligence Agents."** *Pengyu Zhao (BJTU) et al.* arXiv. [[paper](https://arxiv.org/abs/2309.14365)]
* 🔥 [Sep 2023] **"The Rise and Potential of Large Language Model Based Agents: A Survey."** *Zhiheng Xi (FDU) et al.* arXiv. [[paper](https://arxiv.org/abs/2309.07864)] [[GitHub](https://github.com/WooooDyy/LLM-Agent-Paper-List)]
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