| A Unified Hyperparameter Optimization Pipeline for Transformer-Based Time Series Forecasting Models | Jan 2, 2025 | Hyperparameter OptimizationMamba | CodeCode Available | 0 |
| SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative Learning | Mar 3, 2025 | DecoderImage Segmentation | CodeCode Available | 0 |
| Decision Mamba Architectures | May 13, 2024 | D4RLImitation Learning | CodeCode Available | 0 |
| HDMba: Hyperspectral Remote Sensing Imagery Dehazing with State Space Model | Jun 9, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| HARMamba: Efficient and Lightweight Wearable Sensor Human Activity Recognition Based on Bidirectional Mamba | Mar 29, 2024 | Activity RecognitionHuman Activity Recognition | CodeCode Available | 0 |
| Sparsified State-Space Models are Efficient Highway Networks | May 27, 2025 | MambaState Space Models | CodeCode Available | 0 |
| Multiscale Byte Language Models -- A Hierarchical Architecture for Causal Million-Length Sequence Modeling | Feb 20, 2025 | DecoderGPU | CodeCode Available | 0 |
| A Study on the Performance of U-Net Modifications in Retroperitoneal Tumor Segmentation | Feb 1, 2025 | DiagnosticMamba | CodeCode Available | 0 |
| Graph Mamba: Towards Learning on Graphs with State Space Models | Feb 13, 2024 | Graph Representation LearningMamba | CodeCode Available | 0 |
| Spec2VolCAMU-Net: A Spectrogram-to-Volume Model for EEG-to-fMRI Reconstruction based on Multi-directional Time-Frequency Convolutional Attention Encoder and Vision-Mamba U-Net | May 14, 2025 | EEGMamba | CodeCode Available | 0 |
| Multi-modal Collaborative Optimization and Expansion Network for Event-assisted Single-eye Expression Recognition | May 17, 2025 | Deep AttentionMamba | CodeCode Available | 0 |
| A SSM is Polymerized from Multivariate Time Series | Sep 30, 2024 | MambaState Space Models | CodeCode Available | 0 |
| A Separable Self-attention Inspired by the State Space Model for Computer Vision | Jan 3, 2025 | image-classificationImage Classification | CodeCode Available | 0 |
| MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation | May 24, 2024 | Computational EfficiencyLesion Segmentation | CodeCode Available | 0 |
| GLFC: Unified Global-Local Feature and Contrast Learning with Mamba-Enhanced UNet for Synthetic CT Generation from CBCT | Jan 6, 2025 | Computed Tomography (CT)Mamba | CodeCode Available | 0 |
| MTS-UNMixers: Multivariate Time Series Forecasting via Channel-Time Dual Unmixing | Nov 26, 2024 | MambaMultivariate Time Series Forecasting | CodeCode Available | 0 |
| GLADMamba: Unsupervised Graph-Level Anomaly Detection Powered by Selective State Space Model | Mar 23, 2025 | Anomaly DetectionDrug Discovery | CodeCode Available | 0 |
| MSEMG: Surface Electromyography Denoising with a Mamba-based Efficient Network | Nov 28, 2024 | DenoisingMamba | CodeCode Available | 0 |
| Multi-head Spatial-Spectral Mamba for Hyperspectral Image Classification | Aug 2, 2024 | Computational EfficiencyHyperspectral Image Classification | CodeCode Available | 0 |
| MpoxMamba: A Grouped Mamba-based Lightweight Hybrid Network for Mpox Detection | Sep 6, 2024 | Mamba | CodeCode Available | 0 |
| Motion-Guided Dual-Camera Tracker for Endoscope Tracking and Motion Analysis in a Mechanical Gastric Simulator | Mar 8, 2024 | MambaObject Tracking | CodeCode Available | 0 |
| SPRMamba: Surgical Phase Recognition for Endoscopic Submucosal Dissection with Mamba | Sep 18, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| SR-Mamba: Effective Surgical Phase Recognition with State Space Model | Jul 11, 2024 | DecoderMamba | CodeCode Available | 0 |
| MobileViM: A Light-weight and Dimension-independent Vision Mamba for 3D Medical Image Analysis | Feb 19, 2025 | DiagnosticMamba | CodeCode Available | 0 |
| Microscopic-Mamba: Revealing the Secrets of Microscopic Images with Just 4M Parameters | Sep 12, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| A Novel Hybrid Approach for Retinal Vessel Segmentation with Dynamic Long-Range Dependency and Multi-Scale Retinal Edge Fusion Enhancement | Apr 18, 2025 | MambaRetinal Vessel Segmentation | CodeCode Available | 0 |
| Meta-Black-Box-Optimization through Offline Q-function Learning | May 4, 2025 | BenchmarkingMamba | CodeCode Available | 0 |
| Memba: Membrane-driven Parameter-Efficient Fine-Tuning for Mamba | Jun 22, 2025 | Mambaparameter-efficient fine-tuning | CodeCode Available | 0 |
| MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain Segmentation | Sep 12, 2024 | Brain SegmentationMamba | CodeCode Available | 0 |
| A Deep Learning-Based Approach for Mangrove Monitoring | Oct 7, 2024 | Deep LearningMamba | CodeCode Available | 0 |
| Universal In-Context Approximation By Prompting Fully Recurrent Models | Jun 3, 2024 | In-Context LearningMamba | CodeCode Available | 0 |
| A Mamba-based Network for Semi-supervised Singing Melody Extraction Using Confidence Binary Regularization | May 13, 2025 | DecoderInformation Retrieval | CodeCode Available | 0 |
| State-space models are accurate and efficient neural operators for dynamical systems | Sep 5, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| GAMBAS: Generalised-Hilbert Mamba for Super-resolution of Paediatric Ultra-Low-Field MRI | Apr 6, 2025 | Image-to-Image TranslationMamba | CodeCode Available | 0 |
| MDPG: Multi-domain Diffusion Prior Guidance for MRI Reconstruction | Jun 30, 2025 | MambaMRI Reconstruction | CodeCode Available | 0 |
| From Markov to Laplace: How Mamba In-Context Learns Markov Chains | Feb 14, 2025 | In-Context LearningLanguage Modeling | CodeCode Available | 0 |
| A Law of Next-Token Prediction in Large Language Models | Aug 24, 2024 | Mamba | CodeCode Available | 0 |
| Flood-DamageSense: Multimodal Mamba with Multitask Learning for Building Flood Damage Assessment using SAR Remote Sensing Imagery | Jun 7, 2025 | Building Damage AssessmentBuilding Flood Damage Assessment | CodeCode Available | 0 |
| MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image Segmentation | Feb 24, 2025 | Hyperspectral Image SegmentationImage Segmentation | CodeCode Available | 0 |
| FD-Vision Mamba for Endoscopic Exposure Correction | Feb 9, 2024 | Decision MakingExposure Correction | CodeCode Available | 0 |
| Exploring State Space Model in Wavelet Domain: An Infrared and Visible Image Fusion Network via Wavelet Transform and State Space Model | Mar 24, 2025 | Infrared And Visible Image FusionMamba | CodeCode Available | 0 |
| EmbBERT-Q: Breaking Memory Barriers in Embedded NLP | Feb 14, 2025 | MambaQuantization | CodeCode Available | 0 |
| MaTrRec: Uniting Mamba and Transformer for Sequential Recommendation | Jul 27, 2024 | MambaRecommendation Systems | CodeCode Available | 0 |
| Efficient Explicit Joint-level Interaction Modeling with Mamba for Text-guided HOI Generation | Mar 29, 2025 | Human-Object Interaction DetectionMamba | CodeCode Available | 0 |
| Mamba-VA: A Mamba-based Approach for Continuous Emotion Recognition in Valence-Arousal Space | Mar 13, 2025 | Autonomous DrivingEmotion Recognition | CodeCode Available | 0 |
| EchoMamba4Rec: Harmonizing Bidirectional State Space Models with Spectral Filtering for Advanced Sequential Recommendation | Jun 4, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| Dynamical similarity analysis can identify compositional dynamics developing in RNNs | Oct 31, 2024 | MambaState Space Models | CodeCode Available | 0 |
| ACM-UNet: Adaptive Integration of CNNs and Mamba for Efficient Medical Image Segmentation | May 30, 2025 | DecoderImage Segmentation | CodeCode Available | 0 |
| MambaUIE&SR: Unraveling the Ocean's Secrets with Only 2.8 GFLOPs | Apr 22, 2024 | Image EnhancementMamba | CodeCode Available | 0 |
| SuperLightNet: Lightweight Parameter Aggregation Network for Multimodal Brain Tumor Segmentation | Jan 1, 2025 | Brain Tumor SegmentationBraTS2021 | CodeCode Available | 0 |