% Key papers for Vision state space models (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2024_vision_44684, title = {{Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33768}, } @inproceedings{aaai2025_mamba_9900, title = {{Mamba YOLO: A Simple Baseline for Object Detection with State Space Model}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/32885}, } @inproceedings{cvpr2025_defmamba_25886, title = {{DefMamba: Deformable Visual State Space Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33989}, } @inproceedings{cvpr2025_groupmamba_26459, title = {{GroupMamba: Efficient Group-Based Visual State Space Model}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/33493}, } @inproceedings{neurips2024_quadmamba_72338, title = {{QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/95009}, } @inproceedings{neurips2024_mambatree_72512, title = {{MambaTree: Tree Topology is All You Need in State Space Model}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/94853}, } @inproceedings{neurips2025_damamba_76551, title = {{DAMamba: Vision State Space Model with Dynamic Adaptive Scan}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=KYFTBpKIOr}, } @inproceedings{icml2026_deformba_49620, title = {{Deformba: Vision State Space Model with Adaptive State Fusion}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=4Anq3hEfaO}, } @inproceedings{icml2026_sf_51926, title = {{SF-Mamba: Rethinking State Space Model for Vision}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=R9AUrEgZEq}, } @inproceedings{neurips2025_roma_77147, title = {{RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=QwY1vk67T3}, } @inproceedings{aaai2026_2d_106548, title = {{2D-CrossScan Mamba: Enhancing State Space Models with Spatially Consistent Multi-Path 2D Information Propagation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2026}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/38855}, } @inproceedings{iclr2026_enabling_84995, title = {{Enabling True Global Perception in State Space Models for Visual Tasks}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=96p1eBUVaN}, } @inproceedings{neurips2026_foveal_94733, title = {{Foveal-Mamba: Inside-Out Ring Scanning with Recurrent Offset Prediction for Visual State Space Models}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2026}, url = {https://neurips.cc/virtual/2026/poster/148775}, }