% Key papers for Bias-aware multi-image robustness (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2025_debiasing_25870,
  title = {{Debiasing Multimodal Large Language Models via Noise-Aware Preference Optimization}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/35238},
}

@inproceedings{cvpr2025_towards_27931,
  title = {{Towards Understanding How Knowledge Evolves in Large Vision-Language Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34921},
}

@inproceedings{cvpr2025_stealthy_27750,
  title = {{Stealthy Backdoor Attack in Self-Supervised Learning Vision Encoders for Large Vision Language Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34656},
}

@inproceedings{cvpr2025_identifying_26579,
  title = {{Identifying and Mitigating Position Bias of Multi-image Vision-Language Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34691},
}

@inproceedings{iclr2025_towards_82765,
  title = {{Towards Interpreting Visual Information Processing in Vision-Language Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/29034},
}

@inproceedings{aaai2026_enhancing_106772,
  title = {{Enhancing Medical Large Vision-Language Models via Alignment Distillation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39079},
}

@inproceedings{aaai2025_isr_9497,
  title = {{ISR-DPO: Aligning Large Multimodal Models for Videos by Iterative Self-Retrospective DPO}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32166},
}

@inproceedings{aaai2025_rovrm_10569,
  title = {{RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34721},
}

@inproceedings{icml2025_mmedpo_48006,
  title = {{MMedPO: Aligning Medical Vision-Language Models with Clinical-Aware Multimodal Preference Optimization}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/44599},
}

@inproceedings{neurips2024_unleashing_70200,
  title = {{Unleashing Region Understanding in Intermediate Layers for MLLM-based Referring Expression Generation}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96885},
}

@inproceedings{icml2026_language_49265,
  title = {{Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=0tdnyH7uXp},
}

@inproceedings{icml2026_self_49746,
  title = {{Self-Prophetic Decoding to Unlock Visual Search in LVLMs}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=5MdWQefUzC},
}

@inproceedings{icml2026_mvi_51288,
  title = {{MVI-Bench: A Comprehensive Benchmark for Evaluating Robustness to Misleading Visual Inputs in LVLMs}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=KcVFMalXYk},
}

@inproceedings{icml2026_mitigating_51356,
  title = {{Mitigating Manifold Departure: Uncertainty-Aware Subspace Rectification for Trustworthy MLLM Decoding}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=LInDSHWGMK},
}

@inproceedings{icml2026_interpreting_55217,
  title = {{Interpreting and Enhancing Emotional Circuits in Large Vision-Language Models via Cross-Modal Information Flow}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=wnKgWnx8mH},
}

@inproceedings{icml2026_logit_55301,
  title = {{Logit-Attention Divergence: Mitigating Position Bias in Multi-Image Retrieval via Attention-Guided Calibration}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=xTkYT79CRB},
}

@inproceedings{icml2026_focusing_55439,
  title = {{Focusing Where Vision Matters: Selective Training for Large Vision Language Models via Visual Information Gain}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=z1bSFIEexL},
}

@inproceedings{neurips2025_enhancing_76611,
  title = {{Enhancing Vision-Language Model Reliability with Uncertainty-Guided Dropout Decoding}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=LAflniLUwx},
}

@inproceedings{neurips2025_zooming_78640,
  title = {{Zooming from Context to Cue: Hierarchical Preference Optimization for Multi-Image MLLMs}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=gjvbsLyCC3},
}

@inproceedings{iclr2025_chip_80964,
  title = {{CHiP: Cross-modal Hierarchical Direct Preference Optimization for Multimodal LLMs}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/30804},
}