| Swin-UMamba: Mamba-based UNet with ImageNet-based pretraining | Feb 5, 2024 | Image SegmentationMamba | CodeCode Available | 3 | 5 |
| TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting | Mar 14, 2024 | Computational EfficiencyMamba | CodeCode Available | 3 | 5 |
| xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart | Jul 1, 2024 | 3D Medical Imaging Segmentationimage-classification | CodeCode Available | 3 | 5 |
| RSMamba: Remote Sensing Image Classification with State Space Model | Mar 28, 2024 | Classificationimage-classification | CodeCode Available | 3 | 5 |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures | Mar 3, 2025 | Crack SegmentationMamba | CodeCode Available | 3 | 5 |
| DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis | May 23, 2024 | Image GenerationMamba | CodeCode Available | 3 | 5 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 | 5 |
| SPMamba: State-space model is all you need in speech separation | Apr 2, 2024 | AllMamba | CodeCode Available | 3 | 5 |
| Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces | Feb 1, 2024 | Computational EfficiencyGPU | CodeCode Available | 3 | 5 |
| Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling | Mar 5, 2024 | Mamba | CodeCode Available | 3 | 5 |
| MoE-Mamba: Efficient Selective State Space Models with Mixture of Experts | Jan 8, 2024 | MambaMixture-of-Experts | CodeCode Available | 3 | 5 |
| An Investigation of Incorporating Mamba for Speech Enhancement | May 10, 2024 | MambaSpeech Enhancement | CodeCode Available | 3 | 5 |
| On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning | Nov 26, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 3 | 5 |
| BlackMamba: Mixture of Experts for State-Space Models | Feb 1, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting | Apr 23, 2024 | MambaTime Series | CodeCode Available | 3 | 5 |
| EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba | Mar 15, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 | 5 |
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection | Apr 9, 2024 | Anomaly DetectionDecoder | CodeCode Available | 3 | 5 |
| Mambular: A Sequential Model for Tabular Deep Learning | Aug 12, 2024 | Deep LearningMamba | CodeCode Available | 3 | 5 |
| FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba | Apr 15, 2024 | Infrared And Visible Image FusionMamba | CodeCode Available | 3 | 5 |
| MobileMamba: Lightweight Multi-Receptive Visual Mamba Network | Nov 24, 2024 | GPUMamba | CodeCode Available | 3 | 5 |
| PlainMamba: Improving Non-Hierarchical Mamba in Visual Recognition | Mar 26, 2024 | Image ClassificationInstance Segmentation | CodeCode Available | 3 | 5 |
| ZigMa: A DiT-style Zigzag Mamba Diffusion Model | Mar 20, 2024 | Mambamodel | CodeCode Available | 3 | 5 |
| DeMamba: AI-Generated Video Detection on Million-Scale GenVideo Benchmark | May 30, 2024 | DeepFake DetectionMamba | CodeCode Available | 2 | 5 |
| DeMo: Decoupling Motion Forecasting into Directional Intentions and Dynamic States | Oct 8, 2024 | Autonomous DrivingMamba | CodeCode Available | 2 | 5 |
| Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking | Dec 20, 2024 | MambaObject Tracking | CodeCode Available | 2 | 5 |
| Demystifying AI Platform Design for Distributed Inference of Next-Generation LLM models | Jun 3, 2024 | ChunkingMamba | CodeCode Available | 2 | 5 |
| MambaPro: Multi-Modal Object Re-Identification with Mamba Aggregation and Synergistic Prompt | Dec 14, 2024 | MambaObject | CodeCode Available | 2 | 5 |
| MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology | Mar 11, 2024 | MambaMultiple Instance Learning | CodeCode Available | 2 | 5 |
| Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction | Sep 26, 2024 | MambaPrediction | CodeCode Available | 2 | 5 |
| MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration | Jan 25, 2024 | Computed Tomography (CT)Image Registration | CodeCode Available | 2 | 5 |
| Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement | Aug 2, 2024 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 2 | 5 |
| Mamba-ND: Selective State Space Modeling for Multi-Dimensional Data | Feb 8, 2024 | Action RecognitionMamba | CodeCode Available | 2 | 5 |
| Mamba-R: Vision Mamba ALSO Needs Registers | May 23, 2024 | MambaSemantic Segmentation | CodeCode Available | 2 | 5 |
| Mamba in Speech: Towards an Alternative to Self-Attention | May 21, 2024 | MambaSpeech Enhancement | CodeCode Available | 2 | 5 |
| DAMamba: Vision State Space Model with Dynamic Adaptive Scan | Feb 18, 2025 | image-classificationImage Classification | CodeCode Available | 2 | 5 |
| Mamba in Vision: A Comprehensive Survey of Techniques and Applications | Oct 4, 2024 | MambaState Space Models | CodeCode Available | 2 | 5 |
| MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification | Jan 9, 2025 | ClassificationHyperspectral Image Classification | CodeCode Available | 2 | 5 |
| AceVFI: A Comprehensive Survey of Advances in Video Frame Interpolation | Jun 1, 2025 | MambaMotion Compensation | CodeCode Available | 2 | 5 |
| Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification | May 20, 2024 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 2 | 5 |
| EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records | May 23, 2024 | Mamba | CodeCode Available | 2 | 5 |
| DenseMamba: State Space Models with Dense Hidden Connection for Efficient Large Language Models | Feb 26, 2024 | MambaState Space Models | CodeCode Available | 2 | 5 |
| EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image Segmentation | Sep 26, 2024 | Image SegmentationMamba | CodeCode Available | 2 | 5 |
| MambaDFuse: A Mamba-based Dual-phase Model for Multi-modality Image Fusion | Apr 12, 2024 | Image ReconstructionMamba | CodeCode Available | 2 | 5 |
| Evaluating Quantized Large Language Models | Feb 28, 2024 | MambaQuantization | CodeCode Available | 2 | 5 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation | Apr 4, 2025 | Domain GeneralizationMamba | CodeCode Available | 2 | 5 |
| MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection | Jul 6, 2025 | 3D Object DetectionAttribute | CodeCode Available | 2 | 5 |
| Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement | Dec 21, 2024 | Mamba | CodeCode Available | 2 | 5 |
| Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images | Mar 21, 2025 | Image SegmentationMamba | CodeCode Available | 2 | 5 |
| Autoregressive Pretraining with Mamba in Vision | Jun 11, 2024 | Mamba | CodeCode Available | 2 | 5 |
