| MECG-E: Mamba-based ECG Enhancer for Baseline Wander Removal | Sep 27, 2024 | DenoisingDiagnostic | CodeCode Available | 1 |
| Drama: Mamba-Enabled Model-Based Reinforcement Learning Is Sample and Parameter Efficient | Oct 11, 2024 | MambaModel-based Reinforcement Learning | CodeCode Available | 1 |
| Does Transformer Interpretability Transfer to RNNs? | Apr 9, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Lightweight and Effective Image Tampering Localization Network with Vision Mamba | Feb 14, 2025 | DecoderMamba | CodeCode Available | 1 |
| DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing | Jul 11, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| DH-Mamba: Exploring Dual-domain Hierarchical State Space Models for MRI Reconstruction | Jan 14, 2025 | DiversityMamba | CodeCode Available | 1 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation | Jan 1, 2025 | Action AnticipationMamba | CodeCode Available | 1 |
| MatIR: A Hybrid Mamba-Transformer Image Restoration Model | Jan 30, 2025 | Computational EfficiencyImage Inpainting | CodeCode Available | 1 |
| MD-Dose: A diffusion model based on the Mamba for radiation dose prediction | Mar 13, 2024 | DenoisingMamba | CodeCode Available | 1 |
| MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image Segmentation | May 17, 2025 | Image SegmentationMamba | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| SIGMA: Selective Gated Mamba for Sequential Recommendation | Aug 21, 2024 | MambaRecommendation Systems | CodeCode Available | 1 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | 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 |
| MambaVT: Spatio-Temporal Contextual Modeling for robust RGB-T Tracking | Aug 15, 2024 | MambaRgb-T Tracking | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| MambaTab: A Plug-and-Play Model for Learning Tabular Data | Jan 16, 2024 | ClassificationMamba | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Differential Mamba | Jul 8, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks | Oct 29, 2024 | MambaReinforcement Learning (RL) | CodeCode Available | 1 |
| AVS-Mamba: Exploring Temporal and Multi-modal Mamba for Audio-Visual Segmentation | Jan 14, 2025 | MambaVideo Understanding | CodeCode Available | 1 |
| DGMamba: Domain Generalization via Generalized State Space Model | Apr 11, 2024 | Domain GeneralizationMamba | CodeCode Available | 1 |
| Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging | Jan 2, 2025 | Mamba | CodeCode Available | 1 |
| MambaST: A Plug-and-Play Cross-Spectral Spatial-Temporal Fuser for Efficient Pedestrian Detection | Aug 2, 2024 | Autonomous DrivingMamba | CodeCode Available | 1 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Anticipation | Jan 15, 2025 | Mamba | CodeCode Available | 1 |
| QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model | Oct 9, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Auto-Regressive Diffusion for Generating 3D Human-Object Interactions | Mar 21, 2025 | Human-Object Interaction DetectionMamba | CodeCode Available | 1 |
| Explaining Modern Gated-Linear RNNs via a Unified Implicit Attention Formulation | May 26, 2024 | Mamba | 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 |
| MambaPEFT: Exploring Parameter-Efficient Fine-Tuning for Mamba | Nov 6, 2024 | Mambaparameter-efficient fine-tuning | 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 |
| MambaNUT: Nighttime UAV Tracking via Mamba-based Adaptive Curriculum Learning | Dec 1, 2024 | Domain AdaptationImage Enhancement | CodeCode Available | 1 |
| MAMBA: Multi-level Aggregation via Memory Bank for Video Object Detection | Jan 18, 2024 | Mambaobject-detection | CodeCode Available | 1 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | CodeCode Available | 1 |
| LaMamba-Diff: Linear-Time High-Fidelity Diffusion Models Based on Local Attention and Mamba | Aug 5, 2024 | Mamba | CodeCode Available | 1 |
| Deformable Mamba for Wide Field of View Segmentation | Nov 25, 2024 | DecoderMamba | 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 or Transformer for Time Series Forecasting? Mixture of Universals (MoU) Is All You Need | Aug 28, 2024 | AllMamba | CodeCode Available | 1 |
| MambaLCT: Boosting Tracking via Long-term Context State Space Model | Dec 18, 2024 | MambaObject Tracking | CodeCode Available | 1 |
| Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces | Mar 29, 2024 | Decision MakingMamba | CodeCode Available | 1 |
| MambaLRP: Explaining Selective State Space Sequence Models | Jun 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| DeciMamba: Exploring the Length Extrapolation Potential of Mamba | Jun 20, 2024 | Mamba | CodeCode Available | 1 |
| BioMamba: A Pre-trained Biomedical Language Representation Model Leveraging Mamba | Aug 5, 2024 | Mamba | CodeCode Available | 1 |
| GlobalMamba: Global Image Serialization for Vision Mamba | Oct 14, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Mamba meets crack segmentation | Jul 22, 2024 | Crack SegmentationMamba | CodeCode Available | 1 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| DART: Differentiable Dynamic Adaptive Region Tokenizer for Vision Transformer and Mamba | Jun 12, 2025 | Mamba | 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-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking | Jun 30, 2025 | MambaObject Tracking | CodeCode Available | 1 |
