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

@inproceedings{neurips2025_the_77889,
  title = {{The Illusion of Thinking: Understanding the Strengths and Limitations of Reasoning Models via the Lens of Problem Complexity}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=YghiOusmvw},
}

@inproceedings{neurips2023_self_67261,
  title = {{Self-Evaluation Guided Beam Search for Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/72456},
}

@inproceedings{icml2025_rstar_46160,
  title = {{rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/46400},
}

@inproceedings{neurips2025_scaling_77265,
  title = {{Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=S3GhJooWIC},
}

@inproceedings{iclr2025_advancing_80640,
  title = {{Advancing LLM Reasoning Generalists with Preference Trees}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/31127},
}

@inproceedings{icml2024_premise_43453,
  title = {{Premise Order Matters in Reasoning with Large Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34999},
}

@inproceedings{icml2024_glore_44147,
  title = {{GLoRe: When, Where, and How to Improve LLM Reasoning via Global and Local Refinements}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2024},
  url = {https://icml.cc/virtual/2024/poster/34305},
}

@inproceedings{neurips2025_r_77590,
  title = {{R\$^2\$ec: Towards Large Recommender Models with Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=VYdzGigCBC},
}

@inproceedings{aaai2026_meds_108043,
  title = {{MedS³: Towards Medical Slow Thinking with Self-Evolved Soft Dual-sided Process Supervision}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40395},
}

@inproceedings{iclr2023_learning_32014,
  title = {{Learning Math Reasoning from Self-Sampled Correct and Partially-Correct Solutions}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2023},
  url = {https://iclr.cc/virtual/2023/poster/11735},
}

@inproceedings{neurips2025_learning_76294,
  title = {{Learning When to Think: Shaping Adaptive Reasoning in R1-Style Models via Multi-Stage RL}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=Hs3FrjwyVZ},
}

@inproceedings{neurips2025_think_78505,
  title = {{Think before Recommendation: Autonomous Reasoning-enhanced Recommender}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=fVs2BCjCqC},
}

@inproceedings{aaai2026_cp_108237,
  title = {{CP-Router: An Uncertainty-Aware Router Between LLM and LRM}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40589},
}

@inproceedings{aaai2025_litesearch_9802,
  title = {{LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34719},
}

@inproceedings{neurips2023_neural_69838,
  title = {{Neural Algorithmic Reasoning Without Intermediate Supervision}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/70112},
}

@inproceedings{neurips2025_eliciting_75276,
  title = {{Eliciting Reasoning in Language Models with Cognitive Tools}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=6H4tDTHalg},
}

@inproceedings{neurips2025_towards_75278,
  title = {{Towards Thinking-Optimal Scaling of Test-Time Compute for LLM Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=6ICFqmixlS},
}

@inproceedings{neurips2025_guiding_75927,
  title = {{Guiding LLM Decision-Making with Fairness Reward Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=DkSeM3AZVs},
}

@inproceedings{neurips2025_controlling_75996,
  title = {{Controlling Thinking Speed in Reasoning Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=ESELaMThLN},
}

@inproceedings{neurips2025_incentivizing_78468,
  title = {{Incentivizing Dual Process Thinking for Efficient Large Language Model Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=ezOfR26pGQ},
}

@inproceedings{neurips2025_think_78483,
  title = {{Think Only When You Need with Large Hybrid-Reasoning Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=fDjDVE4qdj},
}

@inproceedings{neurips2025_enigmata_78540,
  title = {{Enigmata: Scaling Logical Reasoning in Large Language Models with Synthetic Verifiable Puzzles}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=fmnxunacr4},
}

@inproceedings{neurips2025_efficiently_79281,
  title = {{Efficiently Scaling LLM Reasoning Programs with Certaindex}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=nn51ewu5k2},
}