| 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 |
| 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 | 5 |
| CAMS: Convolution and Attention-Free Mamba-based Cardiac Image Segmentation | Jun 9, 2024 | Cardiac SegmentationDecoder | 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 |
| Mamba for Streaming ASR Combined with Unimodal Aggregation | Sep 30, 2024 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 | 5 |
| Hybrid Mamba for Few-Shot Segmentation | Sep 29, 2024 | Few-Shot Semantic SegmentationMamba | 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 |
| 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 |
| Context Clues: Evaluating Long Context Models for Clinical Prediction Tasks on EHRs | Dec 9, 2024 | Mamba | 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 |
| RLBenchNet: The Right Network for the Right Reinforcement Learning Task | May 21, 2025 | continuous-controlContinuous Control | 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 |
| Mamba? Catch The Hype Or Rethink What Really Helps for Image Registration | Jul 27, 2024 | DisentanglementImage Registration | 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 |
| Robust Tracking via Mamba-based Context-aware Token Learning | Dec 18, 2024 | Mamba | CodeCode Available | 1 | 5 |
| MAMBA: an Effective World Model Approach for Meta-Reinforcement Learning | Mar 14, 2024 | Efficient ExplorationMamba | 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 |
| MambaLRP: Explaining Selective State Space Sequence Models | Jun 11, 2024 | Language ModelingLanguage Modelling | 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 |
| MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation | Jan 1, 2025 | Action AnticipationMamba | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | 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 |
| Is Mamba Capable of In-Context Learning? | Feb 5, 2024 | AutoMLIn-Context Learning | CodeCode Available | 1 | 5 |
| Retinex-RAWMamba: Bridging Demosaicing and Denoising for Low-Light RAW Image Enhancement | Sep 11, 2024 | DemosaickingDenoising | CodeCode Available | 1 | 5 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 | 5 |
| ReSurgSAM2: Referring Segment Anything in Surgical Video via Credible Long-term Tracking | May 13, 2025 | DiversityMamba | 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 |
| FindRec: Stein-Guided Entropic Flow for Multi-Modal Sequential Recommendation | Jul 7, 2025 | MambaRecommendation Systems | 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 |
| Activating Wider Areas in Image Super-Resolution | Mar 13, 2024 | Image Super-ResolutionMamba | 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 |
| Making Old Film Great Again: Degradation-aware State Space Model for Old Film Restoration | Jan 1, 2025 | MambaVideo Restoration | CodeCode Available | 1 | 5 |
| Faster Vision Mamba is Rebuilt in Minutes via Merged Token Re-training | Dec 17, 2024 | MambaToken Reduction | CodeCode Available | 1 | 5 |
| KARMA: A Multilevel Decomposition Hybrid Mamba Framework for Multivariate Long-Term Time Series Forecasting | Jun 10, 2025 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| KMM: Key Frame Mask Mamba for Extended Motion Generation | Nov 10, 2024 | Contrastive LearningMamba | CodeCode Available | 1 | 5 |
| KM-UNet KAN Mamba UNet for medical image segmentation | Jan 5, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 | 5 |
| Famba-V: Fast Vision Mamba with Cross-Layer Token Fusion | Sep 15, 2024 | Mamba | CodeCode Available | 1 | 5 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | 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 |
| Differential Mamba | Jul 8, 2025 | Language ModelingLanguage Modelling | 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 |
| Exploring Temporal Dynamics in Event-based Eye Tracker | Mar 31, 2025 | Mamba | CodeCode Available | 1 | 5 |
| M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models | Apr 14, 2025 | MambaMath | CodeCode Available | 1 | 5 |
| LC-Mamba: Local and Continuous Mamba with Shifted Windows for Frame Interpolation | Jan 1, 2025 | Mamba | CodeCode Available | 1 | 5 |
| ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes | Mar 9, 2024 | Few-Shot LearningLanguage Modeling | CodeCode Available | 1 | 5 |
| ReMamber: Referring Image Segmentation with Mamba Twister | Mar 26, 2024 | Image SegmentationMamba | CodeCode Available | 1 | 5 |
