% Key papers for Medical multimodal fusion (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{cvpr2022_multimodal_19401, title = {{Multimodal Dynamics: Dynamical Fusion for Trustworthy Multimodal Classification}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2023_m3ae_4100, title = {{M3AE: Multimodal Representation Learning for Brain Tumor Segmentation with Missing Modalities}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25253}, } @inproceedings{aaai2019_joint_100186, title = {{Joint Representation Learning for Multi-Modal Transportation Recommendation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3894}, } @inproceedings{cvpr2021_vectorization_18116, title = {{Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2021}, } @inproceedings{aaai2020_cross_101948, title = {{Cross-Modal Subspace Clustering via Deep Canonical Correlation Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2020}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/5808}, } @inproceedings{aaai2021_deep_387, title = {{Deep Mutual Information Maximin for Cross-Modal Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2021}, url = {https://aaai.org/papers/08893-deep-mutual-information-maximin-for-cross-modal-clustering/}, } @inproceedings{aaai2024_drfuse_5753, title = {{DrFuse: Learning Disentangled Representation for Clinical Multi-Modal Fusion with Missing Modality and Modal Inconsistency}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29578}, } @inproceedings{cvpr2022_neural_19426, title = {{Neural Collaborative Graph Machines for Table Structure Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{aaai2023_heterogeneous_3823, title = {{Heterogeneous Graph Learning for Multi-Modal Medical Data Analysis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25643}, } @inproceedings{aaai2025_bsafusion_8219, title = {{BSAFusion: A Bidirectional Stepwise Feature Alignment Network for Unaligned Medical Image Fusion}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32499}, } @inproceedings{neurips2024_healnet_71424, title = {{HEALNet: Multimodal Fusion for Heterogeneous Biomedical Data}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95829}, } @inproceedings{neurips2024_coupled_72391, title = {{Coupled Mamba: Enhanced Multimodal Fusion with Coupled State Space Model}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94962}, } @inproceedings{cvpr2024_modality_24171, title = {{Modality-Agnostic Structural Image Representation Learning for Deformable Multi-Modality Medical Image Registration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/29910}, } @inproceedings{neurips2022_otkge_65647, title = {{OTKGE: Multi-modal Knowledge Graph Embeddings via Optimal Transport}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/55202}, } @inproceedings{cvpr2024_mplug_25321, title = {{mPLUG-Owl2: Revolutionizing Multi-modal Large Language Model with Modality Collaboration}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/31761}, } @inproceedings{aaai2023_multi_4199, title = {{Multi-Modal Knowledge Hypergraph for Diverse Image Retrieval}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25445}, } @inproceedings{cvpr2023_mmg_21496, title = {{MMG-Ego4D: Multimodal Generalization in Egocentric Action Recognition}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2023}, url = {https://cvpr.thecvf.com/virtual/2023/poster/21130}, } @inproceedings{aaai2024_tmformer_7481, title = {{TMFormer: Token Merging Transformer for Brain Tumor Segmentation with Missing Modalities}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28572}, } @inproceedings{aaai2025_tokenization_11016, title = {{Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity Representation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33454}, } @inproceedings{neurips2019_dm2c_58081, title = {{DM2C: Deep Mixed-Modal Clustering}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14537}, } @inproceedings{aaai2024_dynamic_5773, title = {{Dynamic Weighted Combiner for Mixed-Modal Image Retrieval}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28004}, } @inproceedings{neurips2024_unraveling_74512, title = {{Unraveling Molecular Structure: A Multimodal Spectroscopic Dataset for Chemistry}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/97441}, } @inproceedings{cvpr2025_multi_27031, title = {{Multi-modal Vision Pre-training for Medical Image Analysis}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34305}, } @inproceedings{cvpr2025_cross_25795, title = {{Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34267}, } @inproceedings{aaai2024_mesed_6573, title = {{MESED: A Multi-Modal Entity Set Expansion Dataset with Fine-Grained Semantic Classes and Hard Negative Entities}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28715}, } @inproceedings{cvpr2025_mbq_26845, title = {{MBQ: Modality-Balanced Quantization 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/33438}, } @inproceedings{aaai2024_comprehensive_5452, title = {{Comprehensive View Embedding Learning for Single-Cell Multimodal Integration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/29453}, } @inproceedings{cvpr2025_incomplete_26619, title = {{Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33842}, } @inproceedings{neurips2024_tackling_71477, title = {{Tackling Uncertain Correspondences for Multi-Modal Entity Alignment}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95783}, } @inproceedings{aaai2025_incomplete_9551, title = {{Incomplete Modality Disentangled Representation for Ophthalmic Disease Grading and Diagnosis}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32570}, } @inproceedings{aaai2025_mixed_9963, title = {{Mixed-Curvature Multi-Modal Knowledge Graph Completion}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33273}, } @inproceedings{cvpr2025_distilled_25964, title = {{Distilled Prompt Learning for Incomplete Multimodal Survival Prediction}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34848}, }