| BioMamba: A Pre-trained Biomedical Language Representation Model Leveraging Mamba | Aug 5, 2024 | Mamba | CodeCode Available | 1 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation | Jan 1, 2025 | Action AnticipationMamba | CodeCode Available | 1 |
| MD-Dose: A diffusion model based on the Mamba for radiation dose prediction | Mar 13, 2024 | DenoisingMamba | CodeCode Available | 1 |
| MLLA-UNet: Mamba-like Linear Attention in an Efficient U-Shape Model for Medical Image Segmentation | Oct 31, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| DART: Differentiable Dynamic Adaptive Region Tokenizer for Vision Transformer and Mamba | Jun 12, 2025 | Mamba | CodeCode Available | 1 |
| MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking | Aug 15, 2024 | MambaRgb-T Tracking | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| CT-Mamba: A Hybrid Convolutional State Space Model for Low-Dose CT Denoising | Nov 12, 2024 | DenoisingDiagnostic | CodeCode Available | 1 |
| JanusDNA: A Powerful Bi-directional Hybrid DNA Foundation Model | May 22, 2025 | GPULong-range modeling | CodeCode Available | 1 |
| GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification | Jul 11, 2024 | Computational EfficiencyGraph structure learning | CodeCode Available | 1 |
| GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images | May 13, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| GlobalMamba: Global Image Serialization for Vision Mamba | Oct 14, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| InfiniMotion: Mamba Boosts Memory in Transformer for Arbitrary Long Motion Generation | Jul 14, 2024 | MambaMotion Generation | CodeCode Available | 1 |
| MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation | Dec 2, 2024 | DiagnosticLesion Segmentation | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation | Apr 24, 2025 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 |
| Cross-attention Inspired Selective State Space Models for Target Sound Extraction | Sep 7, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| MambaSOD: Dual Mamba-Driven Cross-Modal Fusion Network for RGB-D Salient Object Detection | Oct 19, 2024 | Mambaobject-detection | CodeCode Available | 1 |
| MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba | Nov 6, 2024 | Mambaparameter-efficient fine-tuning | CodeCode Available | 1 |
| GFE-Mamba: Mamba-based AD Multi-modal Progression Assessment via Generative Feature Extraction from MCI | Jul 22, 2024 | Mamba | CodeCode Available | 1 |
| Mamba or Transformer for Time Series Forecasting? Mixture of Universals (MoU) Is All You Need | Aug 28, 2024 | AllMamba | CodeCode Available | 1 |
| Mamba-Spike: Enhancing the Mamba Architecture with a Spiking Front-End for Efficient Temporal Data Processing | Aug 4, 2024 | Mamba | CodeCode Available | 1 |
| MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation | Aug 15, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection | Jan 18, 2024 | Mambaobject-detection | CodeCode Available | 1 |
| Gated Linear Attention Transformers with Hardware-Efficient Training | Dec 11, 2023 | 2kLanguage Modeling | CodeCode Available | 1 |
| A Reverse Mamba Attention Network for Pathological Liver Segmentation | Feb 23, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 |
| CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation | Jun 9, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 1 |
| Mamba meets crack segmentation | Jul 22, 2024 | Crack SegmentationMamba | CodeCode Available | 1 |
| MambaLRP: Explaining Selective State Space Sequence Models | Jun 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MambaNUT: Nighttime UAV Tracking via Mamba-based Adaptive Curriculum Learning | Dec 1, 2024 | Domain AdaptationImage Enhancement | CodeCode Available | 1 |
| HCMA-UNet: A Hybrid CNN-Mamba UNet with Axial Self-Attention for Efficient Breast Cancer Segmentation | Jan 1, 2025 | Computational EfficiencyLesion Segmentation | CodeCode Available | 1 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs | Dec 9, 2024 | Mamba | CodeCode Available | 1 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Anticipation | Jan 15, 2025 | Mamba | CodeCode Available | 1 |
| Mamba for Streaming ASR Combined with Unimodal Aggregation | Sep 30, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| MatIR: A Hybrid Mamba-Transformer Image Restoration Model | Jan 30, 2025 | Computational EfficiencyImage Inpainting | CodeCode Available | 1 |
| Hybrid Mamba for Few-Shot Segmentation | Sep 29, 2024 | Few-Shot Semantic SegmentationMamba | CodeCode Available | 1 |
| Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning | Jul 8, 2024 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Mamba-Enhanced Text-Audio-Video Alignment Network for Emotion Recognition in Conversations | Sep 8, 2024 | Emotion RecognitionMamba | CodeCode Available | 1 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| MambaEVT: Event Stream based Visual Object Tracking using State Space Model | Aug 20, 2024 | MambaObject Localization | CodeCode Available | 1 |
| Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking | Jun 30, 2025 | MambaObject Tracking | CodeCode Available | 1 |
| MambaCSR: Dual-Interleaved Scanning for Compressed Image Super-Resolution With SSMs | Aug 21, 2024 | Compressed Image Super-resolutionImage Super-Resolution | CodeCode Available | 1 |
| Combining Graph Neural Network and Mamba to Capture Local and Global Tissue Spatial Relationships in Whole Slide Images | Jun 5, 2024 | Graph Neural NetworkMamba | CodeCode Available | 1 |
| Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration | Jul 27, 2024 | DisentanglementImage Registration | CodeCode Available | 1 |
| InceptionMamba: An Efficient Hybrid Network with Large Band Convolution and Bottleneck Mamba | Jun 10, 2025 | Computational Efficiencyimage-classification | CodeCode Available | 1 |
| MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation | Sep 19, 2024 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 |
| Mamba-Diffusion Model with Learnable Wavelet for Controllable Symbolic Music Generation | May 6, 2025 | Image GenerationMamba | CodeCode Available | 1 |