% Key papers for Self-distillation for vision-language pretraining (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{icml2023_blip_42060,
  title = {{BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2023},
  url = {https://icml.cc/virtual/2023/poster/25182},
}

@inproceedings{icml2022_blip_40266,
  title = {{BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2022},
  url = {https://icml.cc/virtual/2022/poster/16015},
}

@inproceedings{cvpr2023_reproducible_22038,
  title = {{Reproducible Scaling Laws for Contrastive Language-Image Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/21227},
}

@inproceedings{iclr2022_filip_31483,
  title = {{FILIP: Fine-grained Interactive Language-Image Pre-Training}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2022},
  url = {https://iclr.cc/virtual/2022/poster/6909},
}

@inproceedings{aaai2025_enhance_8944,
  title = {{Enhance Vision-Language Alignment with Noise}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33918},
}

@inproceedings{neurips2022_pyramidclip_64068,
  title = {{PyramidCLIP: Hierarchical Feature Alignment for Vision-language Model Pretraining}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55404},
}

@inproceedings{cvpr2024_leveraging_24002,
  title = {{Leveraging Vision-Language Models for Improving Domain Generalization in Image Classification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31364},
}

@inproceedings{cvpr2024_vitamin_25211,
  title = {{ViTamin: Designing Scalable Vision Models in the Vision-Language Era}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31575},
}

@inproceedings{neurips2022_wukong_65456,
  title = {{Wukong: A 100 Million Large-scale Chinese Cross-modal Pre-training Benchmark}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55733},
}

@inproceedings{aaai2023_nlip_4227,
  title = {{NLIP: Noise-Robust Language-Image Pre-training}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/25172},
}

@inproceedings{cvpr2022_scaling_19795,
  title = {{Scaling Up Vision-Language Pre-Training for Image Captioning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

@inproceedings{iclr2024_data_34161,
  title = {{Data Filtering Networks}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18914},
}

@inproceedings{cvpr2024_sieve_24818,
  title = {{Sieve: Multimodal Dataset Pruning using Image Captioning Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31327},
}

@inproceedings{cvpr2025_biomedica_25557,
  title = {{BIOMEDICA: An Open Biomedical Image-Caption Archive, Dataset, and Vision-Language Models Derived from Scientific Literature}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33761},
}

@inproceedings{cvpr2024_mafa_24048,
  title = {{MAFA: Managing False Negatives for Vision-Language Pre-training}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30638},
}

@inproceedings{cvpr2025_cosmos_25663,
  title = {{COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33396},
}

@inproceedings{cvpr2024_fff_23429,
  title = {{FFF: Fixing Flawed Foundations in Contrastive Pre-Training Results in Very Strong Vision-Language Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29774},
}

@inproceedings{cvpr2025_multi_27022,
  title = {{Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33750},
}

@inproceedings{cvpr2024_building_22885,
  title = {{Building Vision-Language Models on Solid Foundations with Masked Distillation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30391},
}

@inproceedings{aaai2024_embracing_5823,
  title = {{Embracing Language Inclusivity and Diversity in CLIP through Continual Language Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28466},
}

@inproceedings{cvpr2024_fairdedup_23449,
  title = {{FairDeDup: Detecting and Mitigating Vision-Language Fairness Disparities in Semantic Dataset Deduplication}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30381},
}

@inproceedings{aaai2024_expediting_5895,
  title = {{Expediting Contrastive Language-Image Pretraining via Self-Distilled Encoders}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28052},
}

@inproceedings{cvpr2025_joint_26671,
  title = {{Joint Vision-Language Social Bias Removal for CLIP}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/35050},
}

@inproceedings{neurips2024_why_71819,
  title = {{Why are Visually-Grounded Language Models Bad at Image Classification?}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95478},
}

@inproceedings{neurips2024_transagent_74243,
  title = {{TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent Collaboration}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93312},
}

@inproceedings{cvpr2025_assessing_25517,
  title = {{Assessing and Learning Alignment of Unimodal Vision and Language Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33994},
}

@inproceedings{cvpr2025_vladva_28129,
  title = {{VladVA: Discriminative Fine-tuning of LVLMs}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34477},
}

@inproceedings{iclr2025_pathgen_83609,
  title = {{PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2025},
  url = {https://iclr.cc/virtual/2025/poster/28208},
}