| Medical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention | Feb 19, 2025 | image-classificationImage Classification | CodeCode Available | 2 |
| Motion Mamba: Efficient and Long Sequence Motion Generation | Mar 12, 2024 | MambaMotion Generation | CodeCode Available | 2 |
| Meteor: Mamba-based Traversal of Rationale for Large Language and Vision Models | May 24, 2024 | Common Sense ReasoningLanguage Modelling | CodeCode Available | 2 |
| Multi-Modal Mamba Modeling for Survival Prediction (M4Survive): Adapting Joint Foundation Model Representations | Mar 13, 2025 | Computational EfficiencyMamba | CodeCode Available | 2 |
| Autoregressive Pretraining with Mamba in Vision | Jun 11, 2024 | Mamba | CodeCode Available | 2 |
| GroupMamba: Efficient Group-Based Visual State Space Model | Jul 18, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model | May 23, 2024 | MambaState Space Models | CodeCode Available | 2 |
| M-VAR: Decoupled Scale-wise Autoregressive Modeling for High-Quality Image Generation | Nov 15, 2024 | Image GenerationMamba | CodeCode Available | 2 |
| NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG | Apr 10, 2024 | Contrastive LearningEEG | CodeCode Available | 2 |
| HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation | Aug 21, 2024 | Image SegmentationMamba | CodeCode Available | 2 |
| AEROMamba: An efficient architecture for audio super-resolution using generative adversarial networks and state space models | Nov 11, 2024 | Audio Super-ResolutionGPU | CodeCode Available | 2 |
| Mamba-YOLO-World: Marrying YOLO-World with Mamba for Open-Vocabulary Detection | Sep 13, 2024 | MambaOpen Vocabulary Object Detection | CodeCode Available | 2 |
| Forgetting Transformer: Softmax Attention with a Forget Gate | Mar 3, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| I2I-Mamba: Multi-modal medical image synthesis via selective state space modeling | May 22, 2024 | Image GenerationMamba | CodeCode Available | 2 |
| FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space | May 3, 2024 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 2 |
| MambAttention: Mamba with Multi-Head Attention for Generalizable Single-Channel Speech Enhancement | Jul 1, 2025 | Automatic Speech RecognitionMamba | CodeCode Available | 2 |
| Pan-Mamba: Effective pan-sharpening with State Space Model | Feb 19, 2024 | MambaPansharpening | CodeCode Available | 2 |
| IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model | May 16, 2024 | Image EnhancementImage Reconstruction | CodeCode Available | 2 |
| DAMamba: Vision State Space Model with Dynamic Adaptive Scan | Feb 18, 2025 | image-classificationImage Classification | CodeCode Available | 2 |
| Audio Mamba: Bidirectional State Space Model for Audio Representation Learning | Jun 5, 2024 | Audio ClassificationClassification | CodeCode Available | 2 |
| PoinTramba: A Hybrid Transformer-Mamba Framework for Point Cloud Analysis | May 24, 2024 | Art AnalysisComputational Efficiency | CodeCode Available | 2 |
| FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining | Apr 15, 2024 | MambaRain Removal | CodeCode Available | 2 |
| MAMCA -- Optimal on Accuracy and Efficiency for Automatic Modulation Classification with Extended Signal Length | May 18, 2024 | DenoisingGPU | CodeCode Available | 2 |
| Quamba: A Post-Training Quantization Recipe for Selective State Space Models | Oct 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 2 |
| LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image Segmentation | Mar 12, 2024 | Image SegmentationLong-range modeling | CodeCode Available | 2 |
| Rethinking Efficient and Effective Point-based Networks for Event Camera Classification and Regression: EventMamba | May 9, 2024 | Action RecognitionMamba | CodeCode Available | 2 |
| Exploiting Multimodal Spatial-temporal Patterns for Video Object Tracking | Dec 20, 2024 | MambaObject Tracking | CodeCode Available | 2 |
| Mamba-ST: State Space Model for Efficient Style Transfer | Sep 16, 2024 | MambaStyle Transfer | CodeCode Available | 2 |
| Mamba-R: Vision Mamba ALSO Needs Registers | May 23, 2024 | MambaSemantic Segmentation | CodeCode Available | 2 |
| Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement | Dec 21, 2024 | Mamba | CodeCode Available | 2 |
| MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models | Mar 14, 2024 | 3D Face AnimationDiversity | CodeCode Available | 2 |
| Frequency-Assisted Mamba for Remote Sensing Image Super-Resolution | May 8, 2024 | Image Super-ResolutionMamba | CodeCode Available | 2 |
| Evaluating Quantized Large Language Models | Feb 28, 2024 | MambaQuantization | CodeCode Available | 2 |
| Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images | Mar 21, 2025 | Image SegmentationMamba | CodeCode Available | 2 |
| 2DMamba: Efficient State Space Model for Image Representation with Applications on Giga-Pixel Whole Slide Image Classification | Dec 1, 2024 | Computational Efficiencyimage-classification | CodeCode Available | 2 |
| MambaPro: Multi-Modal Object Re-Identification with Mamba Aggregation and Synergistic Prompt | Dec 14, 2024 | MambaObject | CodeCode Available | 2 |
| MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting | May 26, 2024 | MambaState Space Models | CodeCode Available | 2 |
| MaTVLM: Hybrid Mamba-Transformer for Efficient Vision-Language Modeling | Mar 17, 2025 | GPULanguage Modeling | CodeCode Available | 2 |
| Mamba Meets Financial Markets: A Graph-Mamba Approach for Stock Price Prediction | Sep 26, 2024 | MambaPrediction | CodeCode Available | 2 |
| EfficientViM: Efficient Vision Mamba with Hidden State Mixer based State Space Duality | Nov 22, 2024 | Efficient Neural NetworkImage Classification | CodeCode Available | 2 |
| MambaMIL: Enhancing Long Sequence Modeling with Sequence Reordering in Computational Pathology | Mar 11, 2024 | MambaMultiple Instance Learning | CodeCode Available | 2 |
| MambaMorph: a Mamba-based Framework for Medical MR-CT Deformable Registration | Jan 25, 2024 | Computed Tomography (CT)Image Registration | CodeCode Available | 2 |
| Mamba in Speech: Towards an Alternative to Self-Attention | May 21, 2024 | MambaSpeech Enhancement | CodeCode Available | 2 |
| DVMSR: Distillated Vision Mamba for Efficient Super-Resolution | May 5, 2024 | Image Super-ResolutionLong-range modeling | CodeCode Available | 2 |
| EAMamba: Efficient All-Around Vision State Space Model for Image Restoration | Jun 27, 2025 | AllDeblurring | CodeCode Available | 2 |
| Mamba in Vision: A Comprehensive Survey of Techniques and Applications | Oct 4, 2024 | MambaState Space Models | CodeCode Available | 2 |
| MambaFusion: Height-Fidelity Dense Global Fusion for Multi-modal 3D Object Detection | Jul 6, 2025 | 3D Object DetectionAttribute | CodeCode Available | 2 |
| EHRMamba: Towards Generalizable and Scalable Foundation Models for Electronic Health Records | May 23, 2024 | Mamba | CodeCode Available | 2 |
| Mamba-in-Mamba: Centralized Mamba-Cross-Scan in Tokenized Mamba Model for Hyperspectral Image Classification | May 20, 2024 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 2 |
| Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation | Mar 27, 2024 | MambaSpeech Separation | CodeCode Available | 2 |