| Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality | May 31, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 11 |
| MambaOut: Do We Really Need Mamba for Vision? | May 13, 2024 | image-classificationImage Classification | CodeCode Available | 7 |
| MambaVision: A Hybrid Mamba-Transformer Vision Backbone | Jul 10, 2024 | Image ClassificationInstance Segmentation | 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 |
| xLSTM 7B: A Recurrent LLM for Fast and Efficient Inference | Mar 17, 2025 | MambaMath | CodeCode Available | 7 |
| Mamba: Linear-Time Sequence Modeling with Selective State Spaces | Dec 1, 2023 | 2D Pose EstimationCommon Sense Reasoning | CodeCode Available | 6 |
| Learning to (Learn at Test Time): RNNs with Expressive Hidden States | Jul 5, 2024 | 16k8k | CodeCode Available | 5 |
| MambaIR: A Simple Baseline for Image Restoration with State-Space Model | Feb 23, 2024 | Image RestorationImage Super-Resolution | CodeCode Available | 5 |
| Jamba-1.5: Hybrid Transformer-Mamba Models at Scale | Aug 22, 2024 | ChatbotInstruction Following | CodeCode Available | 5 |
| VideoMamba: State Space Model for Efficient Video Understanding | Mar 11, 2024 | Action ClassificationMamba | CodeCode Available | 5 |
| Mamba or RWKV: Exploring High-Quality and High-Efficiency Segment Anything Model | Jun 27, 2024 | MambaSegmentation | CodeCode Available | 5 |
| MambaIRv2: Attentive State Space Restoration | Nov 22, 2024 | Computational EfficiencyImage Restoration | CodeCode Available | 5 |
| SCBench: A KV Cache-Centric Analysis of Long-Context Methods | Dec 13, 2024 | MambaQuantization | 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 |
| Visual Mamba: A Survey and New Outlooks | Apr 29, 2024 | MambaSurvey | CodeCode Available | 4 |
| SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation | Jan 24, 2024 | Image SegmentationMamba | 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 |
| 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 |
| PointMamba: A Simple State Space Model for Point Cloud Analysis | Feb 16, 2024 | GPUMamba | CodeCode Available | 4 |
| MedMamba: Vision Mamba for Medical Image Classification | Mar 6, 2024 | Classificationimage-classification | CodeCode Available | 4 |
| Mamba YOLO: A Simple Baseline for Object Detection with State Space Model | Jun 9, 2024 | GPUMamba | CodeCode Available | 4 |
| Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling | Jun 11, 2024 | 4kLanguage Modeling | CodeCode Available | 4 |
| Mamba-FETrack: Frame-Event Tracking via State Space Model | Apr 28, 2024 | GPUMamba | CodeCode Available | 4 |
