% Key papers for Federated medical and multimodal learning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2021_feddg_17014,
  title = {{FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
}

@inproceedings{cvpr2021_multi_17438,
  title = {{Multi-Institutional Collaborations for Improving Deep Learning-Based Magnetic Resonance Image Reconstruction Using Federated Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
}

@inproceedings{aaai2022_harmofl_2184,
  title = {{HarmoFL: Harmonizing Local and Global Drifts in Federated Learning on Heterogeneous Medical Images}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2022},
  url = {https://aaai.org/papers/01087-harmofl-harmonizing-local-and-global-drifts-in-federated-learning-on-heterogeneous-medical-images/},
}

@inproceedings{cvpr2023_fair_20969,
  title = {{Fair Federated Medical Image Segmentation via Client Contribution Estimation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22010},
}

@inproceedings{cvpr2022_closing_18464,
  title = {{Closing the Generalization Gap of Cross-Silo Federated Medical Image Segmentation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

@inproceedings{cvpr2023_learning_21365,
  title = {{Learning Federated Visual Prompt in Null Space for MRI Reconstruction}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22712},
}

@inproceedings{cvpr2024_think_25013,
  title = {{Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30063},
}

@inproceedings{neurips2021_federated_61786,
  title = {{Federated Split Task-Agnostic Vision Transformer for COVID-19 CXR Diagnosis}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2021},
  url = {https://nips.cc/virtual/2021/poster/27669},
}

@inproceedings{aaai2024_feda3i_5983,
  title = {{FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation Noise}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29525},
}

@inproceedings{aaai2020_federated_102259,
  title = {{Federated Patient Hashing}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6121},
}

@inproceedings{aaai2024_federated_6005,
  title = {{Federated Modality-Specific Encoders and Multimodal Anchors for Personalized Brain Tumor Segmentation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/27909},
}

@inproceedings{aaai2024_fedcd_5985,
  title = {{FedCD: Federated Semi-Supervised Learning with Class Awareness Balance via Dual Teachers}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28175},
}

@inproceedings{neurips2024_bridging_71350,
  title = {{Bridging Gaps: Federated Multi-View Clustering in Heterogeneous Hybrid Views}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95899},
}

@inproceedings{aaai2024_fedst_5996,
  title = {{FedST: Federated Style Transfer Learning for Non-IID Image Segmentation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28199},
}

@inproceedings{aaai2024_point_6960,
  title = {{Point Transformer with Federated Learning for Predicting Breast Cancer HER2 Status from Hematoxylin and Eosin-Stained Whole Slide Images}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28082},
}

@inproceedings{aaai2025_fedvck_9171,
  title = {{FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35497},
}

@inproceedings{cvpr2022_escaping_18774,
  title = {{Escaping Data Scarcity for High-Resolution Heterogeneous Face Hallucination}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

@inproceedings{aaai2025_incongruent_9555,
  title = {{Incongruent Multimodal Federated Learning for Medical Vision and Language-based Multi-label Disease Detection}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/35054},
}

@inproceedings{cvpr2025_histofs_26522,
  title = {{HistoFS: Non-IID Histopathologic Whole Slide Image Classification via Federated Style Transfer with RoI-Preserving}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/32675},
}

@inproceedings{aaai2025_scalable_10673,
  title = {{Scalable Federated One-Step Multi-View Clustering with Tensorized Regularization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33822},
}

@inproceedings{cvpr2025_dflmoe_28187,
  title = {{dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/35158},
}

@inproceedings{aaai2025_graph_9363,
  title = {{Graph Consistency and Diversity Measurement for Federated Multi-View Clustering}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/34277},
}

@inproceedings{aaai2025_dual_8829,
  title = {{Dual-calibrated Co-training Framework for Personalized Federated Semi-Supervised Medical Image Segmentation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32671},
}

@inproceedings{aaai2026_federated_106899,
  title = {{Federated Incomplete Multi-View Clustering with Tensorized Low-Rank Constraint}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39251},
}

@inproceedings{aaai2026_incomplete_107653,
  title = {{Incomplete Multi-View Unsupervised Federated Feature Selection via Cooperative Particle Swarm Optimization and Tensor-Aligned Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/40005},
}

@inproceedings{aaai2024_picsr_6894,
  title = {{PICSR: Prototype-Informed Cross-Silo Router for Federated Learning (Student Abstract)}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30438},
}

@inproceedings{aaai2025_overcoming_10231,
  title = {{Overcoming Heterogeneous Data in Federated Medical Vision-Language Pre-training: A Triple-Embedding Model Selector Approach}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32807},
}

@inproceedings{neurips2024_fedmeki_74123,
  title = {{FEDMEKI: A Benchmark for Scaling Medical Foundation Models via Federated Knowledge Injection}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97482},
}

@inproceedings{aaai2026_fedsda_104614,
  title = {{FedSDA: Federated Stain Distribution Alignment for Non-IID Histopathological Image Classification}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/37918},
}