% Key papers for LLM planning with symbolic tools (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{icml2022_language_40742,
  title = {{Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/17945},
}

@inproceedings{aaai2022_teach_2804,
  title = {{TEACh: Task-Driven Embodied Agents That Chat}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/02017-teach-task-driven-embodied-agents-that-chat/},
}

@inproceedings{icml2023_pal_42117,
  title = {{PAL: Program-aided Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/23864},
}

@inproceedings{aaai2024_generalized_6119,
  title = {{Generalized Planning in PDDL Domains with Pretrained Large Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30006},
}

@inproceedings{neurips2023_large_68421,
  title = {{Large Language Models as Commonsense Knowledge for Large-Scale Task Planning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71394},
}

@inproceedings{neurips2025_psi_80297,
  title = {{PSI: A Benchmark for Human Interpretation and Response in Traffic Interactions}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=yFIpdvQYmx},
}

@inproceedings{aaai2024_tasklama_7506,
  title = {{TaskLAMA: Probing the Complex Task Understanding of Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29918},
}

@inproceedings{iclr2024_a_33775,
  title = {{A Real-World WebAgent with Planning, Long Context Understanding, and Program Synthesis}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19300},
}

@inproceedings{icml2025_discovering_47978,
  title = {{Discovering Symbolic Cognitive Models from Human and Animal Behavior}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/44627},
}

@inproceedings{aaai2025_agentic_8074,
  title = {{Agentic AI for Digital Twin}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35373},
}

@inproceedings{aaai2024_when_7816,
  title = {{When Do Program-of-Thought Works for Reasoning?}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29721},
}

@inproceedings{icml2024_doraemongpt_44366,
  title = {{DoraemonGPT: Toward Understanding Dynamic Scenes with Large Language Models (Exemplified as A Video Agent)}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34086},
}

@inproceedings{aaai2025_can_8380,
  title = {{Can LLMs Reliably Simulate Human Learner Actions? A Simulation Authoring Framework for Open-Ended Learning Environments}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35175},
}

@inproceedings{aaai2025_llm_9674,
  title = {{LLM+AL: Bridging Large Language Models and Action Languages for Complex Reasoning About Actions}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34597},
}

@inproceedings{aaai2025_ss_10632,
  title = {{SS-GEN: A Social Story Generation Framework with Large Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32119},
}

@inproceedings{neurips2022_communicating_64827,
  title = {{Communicating Natural Programs to Humans and Machines}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55685},
}

@inproceedings{aaai2024_frugal_6067,
  title = {{Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29750},
}

@inproceedings{aaai2025_a_7883,
  title = {{A Computationally Grounded Framework for Cognitive Attitudes}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33629},
}

@inproceedings{iclr2023_neuro_33015,
  title = {{Neuro-Symbolic Procedural Planning with Commonsense Prompting}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/12074},
}

@inproceedings{iclr2024_toolchain_33845,
  title = {{ToolChain*: Efficient Action Space Navigation in Large Language Models with A* Search}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19230},
}

@inproceedings{neurips2024_automatically_72239,
  title = {{Automatically Learning Hybrid Digital Twins of Dynamical Systems}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95103},
}

@inproceedings{neurips2024_autoguide_73742,
  title = {{AutoGuide: Automated Generation and Selection of Context-Aware Guidelines for Large Language Model Agents}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93759},
}

@inproceedings{neurips2025_look_79866,
  title = {{Look Before You Leap: A GUI-Critic-R1 Model for Pre-Operative Error Diagnosis in GUI Automation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=theJ4Qiz55},
}

@inproceedings{aaai2024_exploring_5916,
  title = {{Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29879},
}

@inproceedings{cvpr2025_tango_27804,
  title = {{TANGO: Training-free Embodied AI Agents for Open-world Tasks}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34559},
}

@inproceedings{aaai2025_goal_9352,
  title = {{Goal-Driven Reasoning in DatalogMTL with Magic Sets}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33668},
}