% Key papers for Self-evolving language agent learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2023_reflexion_69836,
  title = {{Reflexion: language agents with verbal reinforcement learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/70114},
}

@inproceedings{neurips2023_camel_66727,
  title = {{CAMEL: Communicative Agents for "Mind" Exploration of Large Language Model Society}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/72905},
}

@inproceedings{iclr2024_building_33982,
  title = {{Building Cooperative Embodied Agents Modularly with Large Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19093},
}

@inproceedings{aaai2018_in_101476,
  title = {{In Praise of Belief Bases: Doing Epistemic Logic Without Possible Worlds}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11560},
}

@inproceedings{aaai2024_large_6421,
  title = {{Large Language Models Are Neurosymbolic Reasoners}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29754},
}

@inproceedings{aaai2025_sqlfixagent_10629,
  title = {{SQLFixAgent: Towards Semantic-Accurate Text-to-SQL Parsing via Consistency-Enhanced Multi-Agent Collaboration}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/31979},
}

@inproceedings{icml2024_language_45344,
  title = {{Language Agent Tree Search Unifies Reasoning, Acting, and Planning in Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33107},
}

@inproceedings{neurips2023_large_68607,
  title = {{Large Language Models Are Semi-Parametric Reinforcement Learning Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71228},
}

@inproceedings{neurips2024_agile_72410,
  title = {{AGILE: A Novel Reinforcement Learning Framework of LLM Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94945},
}

@inproceedings{iclr2025_scaling_81702,
  title = {{Scaling Large Language Model-based Multi-Agent Collaboration}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/30077},
}

@inproceedings{neurips2026_meta_93131,
  title = {{Meta-Cognitive Memory Policy Optimization for Long-Horizon LLM Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/155887},
}

@inproceedings{aaai2018_on_101459,
  title = {{On Consensus in Belief Merging}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2018},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/11543},
}

@inproceedings{aaai2019_multi_102680,
  title = {{Multi-Agent Discussion Mechanism for Natural Language Generation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4566},
}

@inproceedings{aaai2019_probabilistic_102690,
  title = {{Probabilistic Alternating-Time µ-Calculus}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4576},
}

@inproceedings{aaai2025_enhancing_8955,
  title = {{Enhancing Decision-Making for LLM Agents via Step-Level Q-Value Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34924},
}

@inproceedings{iclr2024_retroformer_34167,
  title = {{Retroformer: Retrospective Large Language Agents with Policy Gradient Optimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18908},
}

@inproceedings{neurips2024_vlm_70508,
  title = {{VLM Agents Generate Their Own Memories: Distilling Experience into Embodied Programs of Thought}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96600},
}

@inproceedings{neurips2025_debate_78800,
  title = {{Debate or Vote: Which Yields Better Decisions in Multi-Agent Large Language Models?}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=iUjGNJzrF1},
}

@inproceedings{neurips2025_among_77769,
  title = {{Among Us: A Sandbox for Measuring and Detecting Agentic Deception}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=XP3v1THxsq},
}

@inproceedings{aaai2026_medla_100001,
  title = {{MedLA: A Logic-Driven Multi-Agent Framework for Complex Medical Reasoning with Large Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/37052},
}

@inproceedings{icml2026_reddebate_49917,
  title = {{RedDebate: Safer Responses Through Multi-Agent Red Teaming Debates}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=79fSrxFKKx},
}

@inproceedings{neurips2025_sirius_76329,
  title = {{SiriuS: Self-improving Multi-agent Systems via Bootstrapped Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=IDSTtDw4Cs},
}

@inproceedings{neurips2025_t1_79422,
  title = {{T1: A Tool-Oriented Conversational Dataset for Multi-Turn Agentic Planning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=pEUknKjOoW},
}

@inproceedings{neurips2025_enhancing_79844,
  title = {{Enhancing Personalized Multi-Turn Dialogue with Curiosity Reward}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=tVRtDIwDmQ},
}

@inproceedings{neurips2025_vagen_80261,
  title = {{VAGEN: Reinforcing World Model Reasoning for Multi-Turn VLM Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=xpjWEgf8zi},
}

@inproceedings{neurips2025_iterative_80315,
  title = {{Iterative Tool Usage Exploration for Multimodal Agents via Step-wise Preference Tuning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=yKUwkihcsi},
}

@inproceedings{iclr2025_learn_80694,
  title = {{Learn-by-interact: A Data-Centric Framework For Self-Adaptive Agents in Realistic Environments}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/31073},
}