| Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality | May 31, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 11 |
| xLSTM 7B: A Recurrent LLM for Fast and Efficient Inference | Mar 17, 2025 | MambaMath | CodeCode Available | 7 |
| MambaVision: A Hybrid Mamba-Transformer Vision Backbone | Jul 10, 2024 | Image ClassificationInstance Segmentation | CodeCode Available | 7 |
| MambaOut: Do We Really Need Mamba for Vision? | May 13, 2024 | image-classificationImage Classification | CodeCode Available | 7 |
| Griffin: Mixing Gated Linear Recurrences with Local Attention for Efficient Language Models | Feb 29, 2024 | Language ModellingMamba | CodeCode Available | 7 |
| VMamba: Visual State Space Model | Jan 18, 2024 | Computational EfficiencyLanguage Modeling | CodeCode Available | 7 |
| Mamba: Linear-Time Sequence Modeling with Selective State Spaces | Dec 1, 2023 | 2D Pose EstimationCommon Sense Reasoning | CodeCode Available | 6 |
| SCBench: A KV Cache-Centric Analysis of Long-Context Methods | Dec 13, 2024 | MambaQuantization | CodeCode Available | 5 |
| MambaIRv2: Attentive State Space Restoration | Nov 22, 2024 | Computational EfficiencyImage Restoration | CodeCode Available | 5 |
| Jamba-1.5: Hybrid Transformer-Mamba Models at Scale | Aug 22, 2024 | ChatbotInstruction Following | CodeCode Available | 5 |
| Learning to (Learn at Test Time): RNNs with Expressive Hidden States | Jul 5, 2024 | 16k8k | CodeCode Available | 5 |
| Mamba or RWKV: Exploring High-Quality and High-Efficiency Segment Anything Model | Jun 27, 2024 | MambaSegmentation | CodeCode Available | 5 |
| PyramidMamba: Rethinking Pyramid Feature Fusion with Selective Space State Model for Semantic Segmentation of Remote Sensing Imagery | Jun 16, 2024 | DecoderEarth Observation | CodeCode Available | 5 |
| VideoMamba: State Space Model for Efficient Video Understanding | Mar 11, 2024 | Action ClassificationMamba | CodeCode Available | 5 |
| MambaIR: A Simple Baseline for Image Restoration with State-Space Model | Feb 23, 2024 | Image RestorationImage Super-Resolution | CodeCode Available | 5 |
| Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling | Jun 11, 2024 | 4kLanguage Modeling | CodeCode Available | 4 |
| Mamba YOLO: A Simple Baseline for Object Detection with State Space Model | Jun 9, 2024 | GPUMamba | CodeCode Available | 4 |
| Visual Mamba: A Survey and New Outlooks | Apr 29, 2024 | MambaSurvey | CodeCode Available | 4 |
| Mamba-FETrack: Frame-Event Tracking via State Space Model | Apr 28, 2024 | GPUMamba | CodeCode Available | 4 |
| A Survey on Visual Mamba | Apr 24, 2024 | Image RegistrationImage Restoration | CodeCode Available | 4 |
| ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model | Apr 4, 2024 | 2D Semantic SegmentationAttribute | CodeCode Available | 4 |
| MedMamba: Vision Mamba for Medical Image Classification | Mar 6, 2024 | Classificationimage-classification | CodeCode Available | 4 |
| Weak-Mamba-UNet: Visual Mamba Makes CNN and ViT Work Better for Scribble-based Medical Image Segmentation | Feb 16, 2024 | Cardiac SegmentationDecoder | CodeCode Available | 4 |
| PointMamba: A Simple State Space Model for Point Cloud Analysis | Feb 16, 2024 | GPUMamba | CodeCode Available | 4 |
| Semi-Mamba-UNet: Pixel-Level Contrastive and Pixel-Level Cross-Supervised Visual Mamba-based UNet for Semi-Supervised Medical Image Segmentation | Feb 11, 2024 | Cardiac SegmentationContrastive Learning | CodeCode Available | 4 |
| Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation | Feb 7, 2024 | Cardiac SegmentationComputational Efficiency | CodeCode Available | 4 |
| VM-UNet: Vision Mamba UNet for Medical Image Segmentation | Feb 4, 2024 | Image SegmentationMamba | CodeCode Available | 4 |
| SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation | Jan 24, 2024 | Image SegmentationMamba | CodeCode Available | 4 |
| Audio-visual Controlled Video Diffusion with Masked Selective State Spaces Modeling for Natural Talking Head Generation | Apr 3, 2025 | MambaTalking Head Generation | CodeCode Available | 3 |
| SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures | Mar 3, 2025 | Crack SegmentationMamba | CodeCode Available | 3 |
| MambaGlue: Fast and Robust Local Feature Matching With Mamba | Feb 1, 2025 | Mamba | CodeCode Available | 3 |
| CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction | Jan 2, 2025 | MambaState Space Models | CodeCode Available | 3 |
| On the Efficiency of NLP-Inspired Methods for Tabular Deep Learning | Nov 26, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 3 |
| MobileMamba: Lightweight Multi-Receptive Visual Mamba Network | Nov 24, 2024 | GPUMamba | CodeCode Available | 3 |
| LongLLaVA: Scaling Multi-modal LLMs to 1000 Images Efficiently via a Hybrid Architecture | Sep 4, 2024 | GPUMamba | CodeCode Available | 3 |
| The Mamba in the Llama: Distilling and Accelerating Hybrid Models | Aug 27, 2024 | GPULanguage Modeling | CodeCode Available | 3 |
| Mambular: A Sequential Model for Tabular Deep Learning | Aug 12, 2024 | Deep LearningMamba | CodeCode Available | 3 |
| Harnessing Temporal Causality for Advanced Temporal Action Detection | Jul 25, 2024 | Action DetectionAction Recognition | CodeCode Available | 3 |
| LION: Linear Group RNN for 3D Object Detection in Point Clouds | Jul 25, 2024 | 3D Object DetectionLong-range modeling | CodeCode Available | 3 |
| xLSTM-UNet can be an Effective 2D & 3D Medical Image Segmentation Backbone with Vision-LSTM (ViL) better than its Mamba Counterpart | Jul 1, 2024 | 3D Medical Imaging Segmentationimage-classification | CodeCode Available | 3 |
| Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis | Jun 5, 2024 | MambaMedical Image Analysis | CodeCode Available | 3 |
| Demystify Mamba in Vision: A Linear Attention Perspective | May 26, 2024 | image-classificationImage Classification | CodeCode Available | 3 |
| DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis | May 23, 2024 | Image GenerationMamba | CodeCode Available | 3 |
| CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic Segmentation | May 17, 2024 | DecoderMamba | CodeCode Available | 3 |
| An Investigation of Incorporating Mamba for Speech Enhancement | May 10, 2024 | MambaSpeech Enhancement | CodeCode Available | 3 |
| SST: Multi-Scale Hybrid Mamba-Transformer Experts for Long-Short Range Time Series Forecasting | Apr 23, 2024 | MambaTime Series | CodeCode Available | 3 |
| FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba | Apr 15, 2024 | Infrared And Visible Image FusionMamba | CodeCode Available | 3 |
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection | Apr 9, 2024 | Anomaly DetectionDecoder | CodeCode Available | 3 |
| Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation | Apr 5, 2024 | DecoderMamba | CodeCode Available | 3 |
| RS-Mamba for Large Remote Sensing Image Dense Prediction | Apr 3, 2024 | Building change detection for remote sensing imagesChange Detection | CodeCode Available | 3 |
