| DMM: Disparity-guided Multispectral Mamba for Oriented Object Detection in Remote Sensing | Jul 11, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| DH-Mamba: Exploring Dual-domain Hierarchical State Space Models for MRI Reconstruction | Jan 14, 2025 | DiversityMamba | CodeCode Available | 1 | 5 |
| MambaEVT: Event Stream based Visual Object Tracking using State Space Model | Aug 20, 2024 | MambaObject Localization | CodeCode Available | 1 | 5 |
| Mamba-Diffusion Model with Learnable Wavelet for Controllable Symbolic Music Generation | May 6, 2025 | Image GenerationMamba | 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 |
| Mamba for Streaming ASR Combined with Unimodal Aggregation | Sep 30, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | 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 |
| SIGMA: Selective Gated Mamba for Sequential Recommendation | Aug 21, 2024 | MambaRecommendation Systems | CodeCode Available | 1 | 5 |
| MambaClinix: Hierarchical Gated Convolution and Mamba-Based U-Net for Enhanced 3D Medical Image Segmentation | Sep 19, 2024 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 | 5 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | 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 |
| Mamba as Decision Maker: Exploring Multi-scale Sequence Modeling in Offline Reinforcement Learning | Jun 4, 2024 | MambaOpenAI Gym | CodeCode Available | 1 | 5 |
| MambaCSR: Dual-Interleaved Scanning for Compressed Image Super-Resolution With SSMs | Aug 21, 2024 | Compressed Image Super-resolutionImage Super-Resolution | CodeCode Available | 1 | 5 |
| Neural Hamilton: Can A.I. Understand Hamiltonian Mechanics? | Oct 28, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | 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 |
| Differential Mamba | Jul 8, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| A Large Recurrent Action Model: xLSTM enables Fast Inference for Robotics Tasks | Oct 29, 2024 | MambaReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| 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 | 5 |
| AVS-Mamba: Exploring Temporal and Multi-modal Mamba for Audio-Visual Segmentation | Jan 14, 2025 | MambaVideo Understanding | CodeCode Available | 1 | 5 |
| DGMamba: Domain Generalization via Generalized State Space Model | Apr 11, 2024 | Domain GeneralizationMamba | CodeCode Available | 1 | 5 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 | 5 |
| Detail Matters: Mamba-Inspired Joint Unfolding Network for Snapshot Spectral Compressive Imaging | Jan 2, 2025 | Mamba | CodeCode Available | 1 | 5 |
| MambaST: A Plug-and-Play Cross-Spectral Spatial-Temporal Fuser for Efficient Pedestrian Detection | Aug 2, 2024 | Autonomous DrivingMamba | CodeCode Available | 1 | 5 |
| MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning | Mar 14, 2024 | Efficient ExplorationMamba | CodeCode Available | 1 | 5 |
| MxT: Mamba x Transformer for Image Inpainting | Jul 23, 2024 | Image InpaintingMamba | CodeCode Available | 1 | 5 |
| OCTAMamba: A State-Space Model Approach for Precision OCTA Vasculature Segmentation | Sep 12, 2024 | Mamba | CodeCode Available | 1 | 5 |
| QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model | Oct 9, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 | 5 |
| Auto-Regressive Diffusion for Generating 3D Human-Object Interactions | Mar 21, 2025 | Human-Object Interaction DetectionMamba | CodeCode Available | 1 | 5 |
| Explaining Modern Gated-Linear RNNs via a Unified Implicit Attention Formulation | May 26, 2024 | Mamba | 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 |
| Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration | Jan 1, 2025 | MambaVideo Restoration | CodeCode Available | 1 | 5 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | 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 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | 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 |
| M3Net: Multimodal Multi-task Learning for 3D Detection, Segmentation, and Occupancy Prediction in Autonomous Driving | Mar 23, 2025 | Autonomous DrivingDecoder | CodeCode Available | 1 | 5 |
| LaMamba-Diff: Linear-Time High-Fidelity Diffusion Models Based on Local Attention and Mamba | Aug 5, 2024 | Mamba | CodeCode Available | 1 | 5 |
| Deformable Mamba for Wide Field of View Segmentation | Nov 25, 2024 | DecoderMamba | CodeCode Available | 1 | 5 |
| LoG-VMamba: Local-Global Vision Mamba for Medical Image Segmentation | Aug 26, 2024 | Image SegmentationMamba | 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 |
| MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based Decoders | Jul 2, 2024 | Boundary DetectionHuman Parsing | CodeCode Available | 1 | 5 |
| Decision Mamba: Reinforcement Learning via Sequence Modeling with Selective State Spaces | Mar 29, 2024 | Decision MakingMamba | 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 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 2024 | DecoderMamba | CodeCode Available | 1 | 5 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 | 5 |
| Locating and Editing Factual Associations in Mamba | Apr 4, 2024 | MambaModel Editing | CodeCode Available | 1 | 5 |
