% Key papers for Agent data synthesis and behavior studies (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{iclr2026_cellagent_85225,
  title = {{CellAgent: LLM-Driven Multi-Agent Framework for Natural Language-Based Single-Cell Analysis}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=BsA2GNkJhz},
}

@inproceedings{neurips2024_fincon_73076,
  title = {{FinCon: A Synthesized LLM Multi-Agent System with Conceptual Verbal Reinforcement for Enhanced Financial Decision Making}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94352},
}

@inproceedings{neurips2024_multi_74183,
  title = {{Multi-LLM Debate: Framework, Principals, and Interventions}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93363},
}

@inproceedings{aaai2025_botsim_8291,
  title = {{BotSim: LLM-Powered Malicious Social Botnet Simulation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33575},
}

@inproceedings{cvpr2024_assistgui_22785,
  title = {{AssistGUI: Task-Oriented PC Graphical User Interface Automation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31850},
}

@inproceedings{aaai2025_mdd_9839,
  title = {{MDD-5k: A New Diagnostic Conversation Dataset for Mental Disorders Synthesized via Neuro-Symbolic LLM Agents}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34763},
}

@inproceedings{neurips2024_automanual_72046,
  title = {{AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95273},
}

@inproceedings{aaai2026_rareagents_99848,
  title = {{RareAgents: Autonomous Multi-disciplinary Team for Rare Disease Diagnosis and Treatment}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/36969},
}

@inproceedings{aaai2025_llm_9671,
  title = {{LLM Agents Can Be Choice-Supportive Biased Evaluators: An Empirical Study}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34843},
}

@inproceedings{cvpr2025_spiritsight_27731,
  title = {{SpiritSight Agent: Advanced GUI Agent with One Look}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/32460},
}

@inproceedings{iclr2024_synapse_34374,
  title = {{Synapse: Trajectory-as-Exemplar Prompting with Memory for Computer Control}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18701},
}

@inproceedings{neurips2024_macm_72459,
  title = {{MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94899},
}

@inproceedings{neurips2025_llm_77814,
  title = {{LLM-PySC2: Starcraft II learning environment for Large Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=Xr73jEYG29},
}

@inproceedings{aaai2026_simulating_107825,
  title = {{Simulating Dispute Mediation with LLM-Based Agents for Legal Research}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40177},
}

@inproceedings{aaai2026_inex_107877,
  title = {{InEx: Hallucination Mitigation via Introspection and Cross-Modal Multi-Agent Collaboration}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40229},
}

@inproceedings{aaai2026_agentmental_108013,
  title = {{AgentMental: An Interactive Multi-Agent Framework for Explainable and Adaptive Mental Health Assessment}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40365},
}

@inproceedings{cvpr2025_filmcomposer_26258,
  title = {{FilmComposer: LLM-Driven Music Production for Silent Film Clips}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33134},
}

@inproceedings{neurips2025_medchain_77903,
  title = {{MedChain: Bridging the Gap Between LLM Agents and Clinical Practice with Interactive Sequence}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=YvuufwkFJY},
}

@inproceedings{neurips2025_r_75565,
  title = {{R\&D-Agent-Quant: A Multi-Agent Framework for Data-Centric Factors and Model Joint Optimization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=9VxTXAUH7G},
}

@inproceedings{neurips2025_graphmaster_78667,
  title = {{GraphMaster: Automated Graph Synthesis via LLM Agents in Data-Limited Environments}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=h3dbocj7po},
}