% Key papers for RL with verifiable rewards for reasoning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2025_dapo_74923,
  title = {{DAPO: An Open-Source LLM Reinforcement Learning System at Scale}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=2a36EMSSTp},
}

@inproceedings{neurips2025_research_76956,
  title = {{ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=OuGAwwAT8G},
}

@inproceedings{neurips2025_vl_75148,
  title = {{VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=4oYxzssbVg},
}

@inproceedings{neurips2025_ttrl_77631,
  title = {{TTRL: Test-Time Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=VuVhgEiu20},
}

@inproceedings{neurips2025_does_75118,
  title = {{Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=4OsgYD7em5},
}

@inproceedings{neurips2025_d1_75394,
  title = {{d1: Scaling Reasoning in Diffusion Large Language Models via Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=7ZVRlBFuEv},
}

@inproceedings{neurips2025_reinforcement_76325,
  title = {{Reinforcement Learning for Reasoning in Large Language Models with One Training Example}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=IBrRNLr6JA},
}

@inproceedings{neurips2025_areal_77745,
  title = {{AREAL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=X9diEuva9R},
}

@inproceedings{iclr2026_retool_88989,
  title = {{ReTool: Reinforcement Learning for Strategic Tool Use in LLMs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=tRk1nofSmz},
}

@inproceedings{neurips2025_rl_76447,
  title = {{RL Tango: Reinforcing Generator and Verifier Together for Language Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=JRkFZl0TJ2},
}

@inproceedings{neurips2025_the_78553,
  title = {{The Surprising Effectiveness of Negative Reinforcement in LLM Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=ftVlLG9cks},
}

@inproceedings{neurips2025_srpo_78669,
  title = {{SRPO: Enhancing Multimodal LLM Reasoning via Reflection-Aware Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=h3lyFa5e1W},
}

@inproceedings{neurips2025_rlvr_78929,
  title = {{RLVR-World: Training World Models with Reinforcement Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=jpiSagi8aV},
}

@inproceedings{neurips2025_right_78955,
  title = {{Right Question is Already Half the Answer: Fully Unsupervised LLM Reasoning Incentivization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=k8Mim6RI5O},
}

@inproceedings{neurips2025_act_80188,
  title = {{Act Only When It Pays: Efficient Reinforcement Learning for LLM Reasoning via Selective Rollouts}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=x5lITYXmW2},
}

@inproceedings{iclr2026_rm_84343,
  title = {{RM-R1: Reward Modeling as Reasoning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=1ZqJ6jj75q},
}

@inproceedings{iclr2026_learning_86958,
  title = {{Learning to Generate Unit Test via Adversarial Reinforcement Learning}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2026},
  url = {https://openreview.net/forum?id=VqjNYF9nbP},
}

@inproceedings{icml2025_vineppo_47060,
  title = {{VinePPO: Refining Credit Assignment in RL Training of LLMs}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/45526},
}

@inproceedings{icml2026_learning_50114,
  title = {{Learning to Discover at Test Time}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=96zNuQrH9Y},
}

@inproceedings{neurips2025_diversity_75232,
  title = {{Diversity-Aware Policy Optimization for Large Language Model Reasoning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=5eZ0iykpDU},
}