| QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model | Oct 9, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| 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 | 5 |
| DART: Differentiable Dynamic Adaptive Region Tokenizer for Vision Transformer and Mamba | Jun 12, 2025 | Mamba | CodeCode Available | 1 | 5 |
| Mamba-FETrack V2: Revisiting State Space Model for Frame-Event based Visual Object Tracking | Jun 30, 2025 | MambaObject Tracking | CodeCode Available | 1 | 5 |
| MambaEVT: Event Stream based Visual Object Tracking using State Space Model | Aug 20, 2024 | MambaObject Localization | CodeCode Available | 1 | 5 |
| PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement | Jun 12, 2024 | Computational EfficiencyImage Enhancement | CodeCode Available | 1 | 5 |
| MambaFlow: A Novel and Flow-guided State Space Model for Scene Flow Estimation | Feb 24, 2025 | Autonomous DrivingDecoder | CodeCode Available | 1 | 5 |
| CT-Mamba: A Hybrid Convolutional State Space Model for Low-Dose CT Denoising | Nov 12, 2024 | DenoisingDiagnostic | CodeCode Available | 1 | 5 |
| Mamba-Diffusion Model with Learnable Wavelet for Controllable Symbolic Music Generation | May 6, 2025 | Image GenerationMamba | CodeCode Available | 1 | 5 |
| GraphMamba: An Efficient Graph Structure Learning Vision Mamba for Hyperspectral Image Classification | Jul 11, 2024 | Computational EfficiencyGraph structure learning | CodeCode Available | 1 | 5 |
| GMSR:Gradient-Guided Mamba for Spectral Reconstruction from RGB Images | May 13, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| GlobalMamba: Global Image Serialization for Vision Mamba | Oct 14, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Mamba-Enhanced Text-Audio-Video Alignment Network for Emotion Recognition in Conversations | Sep 8, 2024 | Emotion RecognitionMamba | CodeCode Available | 1 | 5 |
| Parameter-Efficient Fine-Tuning of State Space Models | Oct 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Rethinking Token Reduction for State Space Models | Oct 16, 2024 | MambaState Space Models | CodeCode Available | 1 | 5 |
| Mamba as Decision Maker: Exploring Multi-scale Sequence Modeling in Offline Reinforcement Learning | Jun 4, 2024 | MambaOpenAI Gym | CodeCode Available | 1 | 5 |
| On Evaluating Adversarial Robustness of Volumetric Medical Segmentation Models | Jun 12, 2024 | Adversarial RobustnessMamba | CodeCode Available | 1 | 5 |
| ASP-VMUNet: Atrous Shifted Parallel Vision Mamba U-Net for Skin Lesion Segmentation | Mar 25, 2025 | Image SegmentationLesion Segmentation | CodeCode Available | 1 | 5 |
| Cross-attention Inspired Selective State Space Models for Target Sound Extraction | Sep 7, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning | Mar 14, 2024 | Efficient ExplorationMamba | CodeCode Available | 1 | 5 |
| GFE-Mamba: Mamba-based AD Multi-modal Progression Assessment via Generative Feature Extraction from MCI | Jul 22, 2024 | Mamba | CodeCode Available | 1 | 5 |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | Jan 1, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 | 5 |
| OneBEV: Using One Panoramic Image for Bird's-Eye-View Semantic Mapping | Sep 20, 2024 | Autonomous DrivingMamba | CodeCode Available | 1 | 5 |
| Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration | Jan 1, 2025 | MambaVideo Restoration | CodeCode Available | 1 | 5 |
| Mamba-3D as Masked Autoencoders for Accurate and Data-Efficient Analysis of Medical Ultrasound Videos | Mar 26, 2025 | DiagnosticMamba | CodeCode Available | 1 | 5 |
| Gated Linear Attention Transformers with Hardware-Efficient Training | Dec 11, 2023 | 2kLanguage Modeling | CodeCode Available | 1 | 5 |
| A Reverse Mamba Attention Network for Pathological Liver Segmentation | Feb 23, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 | 5 |
| CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation | Jun 9, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 1 | 5 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 | 5 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| MaDiNet: Mamba Diffusion Network for SAR Target Detection | Nov 12, 2024 | Mamba | CodeCode Available | 1 | 5 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 | 5 |
| Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration | Jul 27, 2024 | DisentanglementImage Registration | CodeCode Available | 1 | 5 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Overflow Prevention Enhances Long-Context Recurrent LLMs | May 12, 2025 | Mamba | CodeCode Available | 1 | 5 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 | 5 |
| Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs | Dec 9, 2024 | Mamba | CodeCode Available | 1 | 5 |
| Mamba for Streaming ASR Combined with Unimodal Aggregation | Sep 30, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 | 5 |
| LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation | Aug 26, 2024 | Image SegmentationMamba | CodeCode Available | 1 | 5 |
| Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling | Feb 15, 2024 | MambaPrediction | CodeCode Available | 1 | 5 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 | 5 |
| Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers | Oct 29, 2024 | Drug DesignLanguage Modeling | CodeCode Available | 1 | 5 |
| Locating and Editing Factual Associations in Mamba | Apr 4, 2024 | MambaModel Editing | CodeCode Available | 1 | 5 |
| Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference | Feb 28, 2024 | MambaTime Series | CodeCode Available | 1 | 5 |
| M^3amba: CLIP-driven Mamba Model for Multi-modal Remote Sensing Classification | Mar 9, 2025 | Computational EfficiencyHyperspectral Image Classification | CodeCode Available | 1 | 5 |
| OCTAMamba: A State-Space Model Approach for Precision OCTA Vasculature Segmentation | Sep 12, 2024 | Mamba | CodeCode Available | 1 | 5 |
| LMHaze: Intensity-aware Image Dehazing with a Large-scale Multi-intensity Real Haze Dataset | Oct 21, 2024 | Image DehazingMamba | CodeCode Available | 1 | 5 |
| RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of Transformers | Mar 27, 2024 | BenchmarkingDocument Ranking | CodeCode Available | 1 | 5 |
| nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image Segmentation | Apr 15, 2024 | BenchmarkingImage Segmentation | CodeCode Available | 1 | 5 |
