% Key papers for LLMs for optimization and heuristics (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{aaai2019_argumentation_101326,
  title = {{Argumentation for Explainable Scheduling}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4126},
}

@inproceedings{neurips2024_reevo_70413,
  title = {{ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96692},
}

@inproceedings{neurips2023_large_67112,
  title = {{Large Language Models for Automated Data Science: Introducing CAAFE for Context-Aware Automated Feature Engineering}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/72592},
}

@inproceedings{aaai2025_multi_10023,
  title = {{Multi-Objective Evolution of Heuristic Using Large Language Model}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34922},
}

@inproceedings{aaai2025_hsevo_9393,
  title = {{HSEvo: Elevating Automatic Heuristic Design with Diversity-Driven Harmony Search and Genetic Algorithm Using LLMs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34898},
}

@inproceedings{aaai2024_prefer_6905,
  title = {{PREFER: Prompt Ensemble Learning via Feedback-Reflect-Refine}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29924},
}

@inproceedings{aaai2025_evolutionary_9038,
  title = {{Evolutionary Large Language Model for Automated Feature Transformation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33851},
}

@inproceedings{icml2024_evolution_43747,
  title = {{Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34705},
}

@inproceedings{iclr2024_large_34332,
  title = {{Large Language Models to Enhance Bayesian Optimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18743},
}

@inproceedings{aaai2025_autommlab_8190,
  title = {{AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34358},
}

@inproceedings{neurips2024_grasp_72108,
  title = {{Grasp as You Say: Language-guided Dexterous Grasp Generation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95221},
}

@inproceedings{neurips2024_llm_72488,
  title = {{LLM-AutoDA: Large Language Model-Driven Automatic Data Augmentation for Long-tailed Problems}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/94875},
}

@inproceedings{icml2024_betterv_45137,
  title = {{BetterV: Controlled Verilog Generation with Discriminative Guidance}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33315},
}

@inproceedings{neurips2024_symbolic_70994,
  title = {{Symbolic Regression with a Learned Concept Library}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96212},
}

@inproceedings{iclr2024_promptagent_33514,
  title = {{PromptAgent: Strategic Planning with Language Models Enables Expert-level Prompt Optimization}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/19561},
}

@inproceedings{icml2024_optimus_44681,
  title = {{OptiMUS: Scalable Optimization Modeling with (MI)LP Solvers and Large Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/33771},
}

@inproceedings{iclr2025_aflow_84137,
  title = {{AFlow: Automating Agentic Workflow Generation}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/27691},
}

@inproceedings{neurips2022_forecasting_64669,
  title = {{Forecasting Future World Events With Neural Networks}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55616},
}

@inproceedings{aaai2026_eoh_108686,
  title = {{EoH-S: Evolution of Heuristic Set Using LLMs for Automated Heuristic Design}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/41038},
}

@inproceedings{aaai2025_an_8115,
  title = {{An LLM-Empowered Adaptive Evolutionary Algorithm for Multi-Component Deep Learning Systems}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34303},
}

@inproceedings{icml2024_lamagic_44224,
  title = {{LaMAGIC: Language-Model-based Topology Generation for Analog Integrated Circuits}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34228},
}

@inproceedings{neurips2024_thought_73655,
  title = {{Thought of Search: Planning with Language Models Through The Lens of Efficiency}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93837},
}

@inproceedings{aaai2025_qimeng_10411,
  title = {{QiMeng-GEMM: Automatically Generating High-Performance Matrix Multiplication Code by Exploiting Large Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34461},
}