Add Six LLM Agent Research Papers

[Liu-Hy]

Thank you for maintaining this excellent resource for the community. In this PR, we request to add six recent research papers on LLM-based agents from our lab that are relevant to this repository.

Papers Added

Multi-Agent Collaboration Section

1. Awesome-AgenticLLM-RL-Papers - A comprehensive survey on agentic reinforcement learning for LLMs (arXiv:2509.02547)
2. CoMAS - Co-evolving multi-agent systems via interaction rewards (arXiv:2510.08529)
3. Achilles Heel of DMAS - Study on trustworthiness challenges in distributed multi-agent systems (arXiv:2504.07461)

Medical Field Section

4. GenoTEX - LLM agent benchmark for automated gene expression analysis, accepted as Oral paper at MLCB 2025 (arXiv:2406.15341, Code, Website)
5. GenoMAS - Multi-agent framework for scientific discovery via genomic data analysis (arXiv:2507.21035, Code, Website)

Academic Field Section

6. aiXiv - Next-generation open-access ecosystem for AI-generated scientific research (arXiv:2508.15126, Code, Beta Waitlist)

Details

• All entries follow the existing formatting conventions of the repository
• GitHub star badges are included where applicable
• arXiv links and publication venues are properly cited
• Project websites and code repositories are linked when available
• Descriptions are kept concise and consistent with the repository's style

These papers cover important topics in LLM-based agents, multi-agent systems, and applications to scientific research and biomedicine, which align well with the scope of this awesome list.

Thank you for considering our request!