% Key papers for Preference tuning against hallucination (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{aaai2024_detecting_5676,
  title = {{Detecting and Preventing Hallucinations in Large Vision Language Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29771},
}

@inproceedings{cvpr2024_hallucidoctor_23679,
  title = {{HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30455},
}

@inproceedings{iclr2024_analyzing_35260,
  title = {{Analyzing and Mitigating Object Hallucination in Large Vision-Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/17813},
}

@inproceedings{cvpr2025_devils_25917,
  title = {{Devils in Middle Layers of Large Vision-Language Models: Interpreting, Detecting and Mitigating Object Hallucinations via Attention Lens}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/35035},
}

@inproceedings{cvpr2025_clearsight_25714,
  title = {{ClearSight: Visual Signal Enhancement for Object Hallucination Mitigation in Multimodal Large Language Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33965},
}

@inproceedings{neurips2024_multi_71605,
  title = {{Multi-Object Hallucination in Vision Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95666},
}

@inproceedings{aaai2025_combating_8460,
  title = {{Combating Multimodal LLM Hallucination via Bottom-Up Holistic Reasoning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32913},
}

@inproceedings{neurips2024_alleviating_72224,
  title = {{Alleviating Hallucinations in Large Vision-Language Models through Hallucination-Induced Optimization}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95118},
}

@inproceedings{cvpr2025_mitigating_26964,
  title = {{Mitigating Hallucinations in Large Vision-Language Models via DPO: On-Policy Data Hold the Key}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33633},
}

@inproceedings{cvpr2025_octopus_27113,
  title = {{Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34761},
}

@inproceedings{cvpr2025_vasparse_28040,
  title = {{VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33244},
}

@inproceedings{icml2025_mitigating_48979,
  title = {{Mitigating Object Hallucination in Large Vision-Language Models via Image-Grounded Guidance}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/43644},
}

@inproceedings{neurips2025_generate_75026,
  title = {{Generate, but Verify: Reducing Hallucination in Vision-Language Models with Retrospective Resampling}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=3Xmr8WTAld},
}

@inproceedings{neurips2025_mirage_78012,
  title = {{MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=aAhhMr0TX9},
}

@inproceedings{neurips2025_seeing_78165,
  title = {{Seeing is Believing? Mitigating OCR Hallucinations in Multimodal Large Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=bjoHB7IN6b},
}

@inproceedings{cvpr2025_stop_27757,
  title = {{Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target.}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/32999},
}

@inproceedings{neurips2024_calibrated_73822,
  title = {{Calibrated Self-Rewarding Vision Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93685},
}

@inproceedings{neurips2025_systematic_78492,
  title = {{Systematic Reward Gap Optimization for Mitigating VLM Hallucinations}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=fJRuMulPkc},
}

@inproceedings{iclr2025_self_83651,
  title = {{Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/28166},
}

@inproceedings{aaai2026_anatomical_104091,
  title = {{Anatomical Region-Guided Contrastive Decoding: A Plug-and-Play Strategy for Mitigating Hallucinations in Medical VLMs}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/37620},
}