| AceVFI: A Comprehensive Survey of Advances in Video Frame Interpolation | Jun 1, 2025 | MambaMotion Compensation | CodeCode Available | 2 |
| TimePro: Efficient Multivariate Long-term Time Series Forecasting with Variable- and Time-Aware Hyper-state | May 27, 2025 | MambaTime Series | CodeCode Available | 2 |
| Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook | May 1, 2025 | BenchmarkingChange Detection | CodeCode Available | 2 |
| An Efficient and Mixed Heterogeneous Model for Image Restoration | Apr 15, 2025 | Image RestorationMamba | CodeCode Available | 2 |
| Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation | Apr 4, 2025 | Domain GeneralizationMamba | 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 |
| SaMam: Style-aware State Space Model for Arbitrary Image Style Transfer | Mar 20, 2025 | DecoderMamba | CodeCode Available | 2 |
| Tiled Flash Linear Attention: More Efficient Linear RNN and xLSTM Kernels | Mar 18, 2025 | GPULanguage Modeling | CodeCode Available | 2 |
| MaTVLM: Hybrid Mamba-Transformer for Efficient Vision-Language Modeling | Mar 17, 2025 | GPULanguage Modeling | CodeCode Available | 2 |
| RoMA: Scaling up Mamba-based Foundation Models for Remote Sensing | Mar 13, 2025 | Computational EfficiencyMamba | CodeCode Available | 2 |
| Multi-Modal Mamba Modeling for Survival Prediction (M4Survive): Adapting Joint Foundation Model Representations | Mar 13, 2025 | Computational EfficiencyMamba | CodeCode Available | 2 |
| OmniMamba: Efficient and Unified Multimodal Understanding and Generation via State Space Models | Mar 11, 2025 | GPUMamba | CodeCode Available | 2 |
| Forgetting Transformer: Softmax Attention with a Forget Gate | Mar 3, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| SalM2: An Extremely Lightweight Saliency Mamba Model for Real-Time Cognitive Awareness of Driver Attention | Feb 22, 2025 | Mamba | CodeCode Available | 2 |
| Medical Image Classification with KAN-Integrated Transformers and Dilated Neighborhood Attention | Feb 19, 2025 | image-classificationImage Classification | CodeCode Available | 2 |
| DAMamba: Vision State Space Model with Dynamic Adaptive Scan | Feb 18, 2025 | image-classificationImage Classification | CodeCode Available | 2 |
| Multimodal Mamba: Decoder-only Multimodal State Space Model via Quadratic to Linear Distillation | Feb 18, 2025 | DecoderGPU | CodeCode Available | 2 |
| X-IL: Exploring the Design Space of Imitation Learning Policies | Feb 17, 2025 | Imitation LearningMamba | CodeCode Available | 2 |
| Mixture-of-Mamba: Enhancing Multi-Modal State-Space Models with Modality-Aware Sparsity | Jan 27, 2025 | Computational EfficiencyMamba | CodeCode Available | 2 |
| xLSTM-SENet: xLSTM for Single-Channel Speech Enhancement | Jan 10, 2025 | MambaSpeech Enhancement | CodeCode Available | 2 |
| MambaHSI: Spatial-Spectral Mamba for Hyperspectral Image Classification | Jan 9, 2025 | ClassificationHyperspectral Image Classification | CodeCode Available | 2 |
| Merging Context Clustering with Visual State Space Models for Medical Image Segmentation | Jan 3, 2025 | ClusteringImage Segmentation | CodeCode Available | 2 |
| Samba: A Unified Mamba-based Framework for General Salient Object Detection | Jan 1, 2025 | Mambaobject-detection | CodeCode Available | 2 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | Dec 28, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| Mamba-SEUNet: Mamba UNet for Monaural Speech Enhancement | Dec 21, 2024 | Mamba | CodeCode Available | 2 |
