| SPMamba: State-space model is all you need in speech separation | Apr 2, 2024 | AllMamba | CodeCode Available | 3 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 |
| RSMamba: Remote Sensing Image Classification with State Space Model | Mar 28, 2024 | Classificationimage-classification | CodeCode Available | 3 |
| PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition | Mar 26, 2024 | Image ClassificationInstance Segmentation | CodeCode Available | 3 |
| SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series | Mar 22, 2024 | Inductive BiasMamba | CodeCode Available | 3 |
| Cobra: Extending Mamba to Multi-Modal Large Language Model for Efficient Inference | Mar 21, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| ZigMa: A DiT-style Zigzag Mamba Diffusion Model | Mar 20, 2024 | Mambamodel | CodeCode Available | 3 |
| STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model | Mar 19, 2024 | Computational EfficiencyGraph Learning | CodeCode Available | 3 |
| Is Mamba Effective for Time Series Forecasting? | Mar 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 |
| EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba | Mar 15, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| Video Mamba Suite: State Space Model as a Versatile Alternative for Video Understanding | Mar 14, 2024 | MambaMoment Retrieval | CodeCode Available | 3 |
| LocalMamba: Visual State Space Model with Windowed Selective Scan | Mar 14, 2024 | MambaState Space Models | CodeCode Available | 3 |
| TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting | Mar 14, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 |
| LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image Segmentation | Mar 8, 2024 | Image SegmentationMamba | CodeCode Available | 3 |
| Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling | Mar 5, 2024 | Mamba | CodeCode Available | 3 |
| The Hidden Attention of Mamba Models | Mar 3, 2024 | Mamba | CodeCode Available | 3 |
| Simple linear attention language models balance the recall-throughput tradeoff | Feb 28, 2024 | Language ModellingMamba | CodeCode Available | 3 |
| Can Mamba Learn How to Learn? A Comparative Study on In-Context Learning Tasks | Feb 6, 2024 | In-Context LearningLanguage Modeling | CodeCode Available | 3 |
| Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining | Feb 5, 2024 | Image SegmentationMamba | CodeCode Available | 3 |
| Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces | Feb 1, 2024 | Computational EfficiencyGPU | CodeCode Available | 3 |
| BlackMamba: Mixture of Experts for State-Space Models | Feb 1, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts | Jan 8, 2024 | MambaMixture-of-Experts | CodeCode Available | 3 |
| MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection | Jul 6, 2025 | 3D Object DetectionAttribute | CodeCode Available | 2 |
| MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancement | Jul 1, 2025 | Automatic Speech RecognitionMamba | CodeCode Available | 2 |
| EAMamba: Efficient All-Around Vision State Space Model for Image Restoration | Jun 27, 2025 | AllDeblurring | CodeCode Available | 2 |
