% Key papers for Long-horizon LLM agents (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2024_chatscene_22962,
  title = {{ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31107},
}

@inproceedings{neurips2023_on_68441,
  title = {{On the Planning Abilities of Large Language Models - A Critical Investigation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71377},
}

@inproceedings{neurips2019_hierarchical_58366,
  title = {{Hierarchical Decision Making by Generating and Following Natural Language Instructions}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2019},
  url = {https://nips.cc/virtual/2019/poster/14024},
}

@inproceedings{neurips2023_m3exam_69084,
  title = {{M3Exam: A Multilingual, Multimodal, Multilevel Benchmark for Examining Large Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/73506},
}

@inproceedings{neurips2023_swiftsage_68152,
  title = {{SwiftSage: A Generative Agent with Fast and Slow Thinking for Complex Interactive Tasks}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71636},
}

@inproceedings{iclr2025_mixture_83017,
  title = {{Mixture-of-Agents Enhances Large Language Model Capabilities}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/28787},
}

@inproceedings{cvpr2024_avatargpt_22803,
  title = {{AvatarGPT: All-in-One Framework for Motion Understanding Planning Generation and Beyond}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29772},
}

@inproceedings{neurips2023_language_68190,
  title = {{Language Models Meet World Models: Embodied Experiences Enhance Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71603},
}

@inproceedings{aaai2023_on_4274,
  title = {{On Grounded Planning for Embodied Tasks with Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/26549},
}

@inproceedings{aaai2024_improving_6299,
  title = {{Improving Knowledge Extraction from LLMs for Task Learning through Agent Analysis}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29799},
}

@inproceedings{aaai2020_mala_102996,
  title = {{MALA: Cross-Domain Dialogue Generation with Action Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6306},
}

@inproceedings{aaai2025_flame_9110,
  title = {{FLAME: Learning to Navigate with Multimodal LLM in Urban Environments}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32974},
}

@inproceedings{neurips2024_a_72405,
  title = {{A Decision-Language Model (DLM) for Dynamic Restless Multi-Armed Bandit Tasks in Public Health}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94950},
}

@inproceedings{iclr2026_multi_87212,
  title = {{Multi-turn Evaluation of Anthropomorphic Behaviours in Large Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=ZAx4c4ZH5Y},
}

@inproceedings{aaai2026_a_100103,
  title = {{A Theory of Adaptive Scaffolding for LLM-Based Pedagogical Agents}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/37154},
}

@inproceedings{iclr2024_lemur_34974,
  title = {{Lemur: Harmonizing Natural Language and Code for Language Agents}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18100},
}

@inproceedings{iclr2025_scienceagentbench_80913,
  title = {{ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/32108},
}

@inproceedings{aaai2022_planverb_2551,
  title = {{PlanVerb: Domain-Independent Verbalization and Summary of Task Plans}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/09698-planverb-domain-independent-verbalization-and-summary-of-task-plans/},
}

@inproceedings{aaai2025_instruction_9574,
  title = {{Instruction-Augmented Long-Horizon Planning: Embedding Grounding Mechanisms in Embodied Mobile Manipulation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33610},
}

@inproceedings{iclr2024_tree_34058,
  title = {{Tree-Planner: Efficient Close-loop Task Planning with Large Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19017},
}

@inproceedings{cvpr2025_grove_26373,
  title = {{GROVE: A Generalized Reward for Learning Open-Vocabulary Physical Skill}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/35222},
}

@inproceedings{iclr2024_evaluating_33570,
  title = {{Evaluating Language Model Agency Through Negotiations}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19505},
}

@inproceedings{neurips2024_can_71944,
  title = {{Can large language models explore in-context?}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95364},
}

@inproceedings{aaai2025_autofea_8189,
  title = {{AutoFEA: Enhancing AI Copilot by Integrating Finite Element Analysis Using Large Language Models with Graph Neural Networks}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34582},
}

@inproceedings{icml2026_deepanalyze_54891,
  title = {{DeepAnalyze: Agentic Large Language Models for Autonomous Data Science}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=tcPZvRXQhX},
}

@inproceedings{neurips2024_amor_73509,
  title = {{AMOR: A Recipe for Building Adaptable Modular Knowledge Agents Through Process Feedback}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93967},
}

@inproceedings{neurips2024_beyond_74251,
  title = {{Beyond Prompts: Dynamic Conversational Benchmarking of Large Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97463},
}

@inproceedings{neurips2025_web_76145,
  title = {{Web-Shepherd: Advancing PRMs for Reinforcing Web Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=G2kMroO9UV},
}