% Key papers for Mixture-of-experts for multimodal continual tuning (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2024_continual_23033,
  title = {{Continual Self-supervised Learning: Towards Universal Multi-modal Medical Data Representation Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30647},
}

@inproceedings{neurips2022_climb_64408,
  title = {{CLiMB: A Continual Learning Benchmark for Vision-and-Language Tasks}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2022},
  url = {https://nips.cc/virtual/2022/poster/55711},
}

@inproceedings{cvpr2025_cl_25650,
  title = {{CL-MoE: Enhancing Multimodal Large Language Model with Dual Momentum Mixture-of-Experts for Continual Visual Question Answering}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34268},
}

@inproceedings{aaai2024_continual_5490,
  title = {{Continual Vision-Language Retrieval via Dynamic Knowledge Rectification}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29054},
}

@inproceedings{cvpr2023_construct_20623,
  title = {{ConStruct-VL: Data-Free Continual Structured VL Concepts Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22654},
}

@inproceedings{cvpr2024_enhancing_23376,
  title = {{Enhancing Visual Continual Learning with Language-Guided Supervision}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29555},
}

@inproceedings{neurips2024_clap4clip_74081,
  title = {{CLAP4CLIP: Continual Learning with Probabilistic Finetuning for Vision-Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93449},
}

@inproceedings{cvpr2025_lorasculpt_26808,
  title = {{LoRASculpt: Sculpting LoRA for Harmonizing General and Specialized Knowledge 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/33117},
}

@inproceedings{aaai2026_drift_106349,
  title = {{Drift-aware Collaborative Assistance Mixture of Experts for Heterogeneous Multistream Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/38656},
}

@inproceedings{neurips2024_a_71546,
  title = {{A Practitioner's Guide to Real-World Continual Multimodal Pretraining}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/97760},
}

@inproceedings{neurips2025_dota_74905,
  title = {{DOTA: Distributional Test-time Adaptation of Vision-Language Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=2T6QXSP8Cf},
}

@inproceedings{aaai2026_harnessing_106962,
  title = {{Harnessing Textual Semantic Priors for Knowledge Transfer and Refinement in CLIP-Driven Continual Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39314},
}

@inproceedings{iclr2024_tic_34498,
  title = {{TiC-CLIP: Continual Training of CLIP Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18576},
}

@inproceedings{neurips2025_continual_78935,
  title = {{Continual Multimodal Contrastive Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2025},
  url = {https://openreview.net/forum?id=juROy8NYRD},
}

@inproceedings{icml2025_sefe_48852,
  title = {{SEFE: Superficial and Essential Forgetting Eliminator for Multimodal Continual Instruction Tuning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/43771},
}

@inproceedings{icml2026_kore_50651,
  title = {{KORE: Enhancing Knowledge Injection for Large Multimodal Models via Knowledge-Oriented Controls}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=ETBr4m6w4s},
}

@inproceedings{icml2026_same_51593,
  title = {{SAME: Stabilized Mixture-of-Experts for Multimodal Continual Instruction Tuning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=Nvim88fA66},
}

@inproceedings{icml2026_eca_52319,
  title = {{ECA: Efficient Continual Alignment for Open-Ended Image-to-Text Generation}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=UfiLIUtbSO},
}

@inproceedings{icml2026_pretrained_52439,
  title = {{Pretrained Vision-Language-Action Models are Surprisingly Resistant to Forgetting in Continual Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=VzdSHEab4G},
}

@inproceedings{icml2026_mmku_52492,
  title = {{MMKU-Bench: A Multimodal Update Benchmark for Diverse Visual Knowledge}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=WYHmRRGcL1},
}

@inproceedings{icml2026_tracer_52591,
  title = {{TRACER: Persistent Regularization for Robust Multimodal Finetuning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=XOYXLQRlj8},
}

@inproceedings{icml2026_hyperbolic_53297,
  title = {{Hyperbolic Multimodal Continual Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2026},
  url = {https://openreview.net/forum?id=e4tSzgWjXU},
}