| RSDehamba: Lightweight Vision Mamba for Remote Sensing Satellite Image Dehazing | May 16, 2024 | Computational EfficiencyImage Dehazing | —Unverified | 0 |
| RSFR: A Coarse-to-Fine Reconstruction Framework for Diffusion Tensor Cardiac MRI with Semantic-Aware Refinement | Apr 25, 2025 | Image ReconstructionMamba | —Unverified | 0 |
| S2TX: Cross-Attention Multi-Scale State-Space Transformer for Time Series Forecasting | Feb 17, 2025 | MambaTime Series | —Unverified | 0 |
| Safe-Sora: Safe Text-to-Video Generation via Graphical Watermarking | May 19, 2025 | Image GenerationMamba | —Unverified | 0 |
| Sakuga-42M Dataset: Scaling Up Cartoon Research | May 13, 2024 | MambaText to Video Retrieval | —Unverified | 0 |
| Samba-ASR: State-Of-The-Art Speech Recognition Leveraging Structured State-Space Models | Jan 6, 2025 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| SAMba-UNet: Synergizing SAM2 and Mamba in UNet with Heterogeneous Aggregation for Cardiac MRI Segmentation | May 22, 2025 | MambaMRI segmentation | —Unverified | 0 |
| SAV-SE: Scene-aware Audio-Visual Speech Enhancement with Selective State Space Model | Nov 12, 2024 | MambaSpeech Enhancement | —Unverified | 0 |
| Scalable Visual State Space Model with Fractal Scanning | May 23, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Scaling Algorithm Distillation for Continuous Control with Mamba | Jun 16, 2025 | continuous-controlContinuous Control | —Unverified | 0 |
| Scaling Diffusion Mamba with Bidirectional SSMs for Efficient Image and Video Generation | May 24, 2024 | Image GenerationMamba | —Unverified | 0 |
| Scaling Up Liquid-Resistance Liquid-Capacitance Networks for Efficient Sequence Modeling | May 27, 2025 | Mamba | —Unverified | 0 |
| Scaling Vision Mamba Across Resolutions via Fractal Traversal | May 20, 2025 | Change Detectionimage-classification | —Unverified | 0 |
| Scene-agnostic Pose Regression for Visual Localization | Mar 25, 2025 | Image RetrievalMamba | —Unverified | 0 |
| scMamba: A Pre-Trained Model for Single-Nucleus RNA Sequencing Analysis in Neurodegenerative Disorders | Feb 12, 2025 | Dimensionality ReductionImputation | —Unverified | 0 |
| Segmentation of Coronary Artery Stenosis in X-ray Angiography using Mamba Models | Dec 3, 2024 | DiagnosticMamba | —Unverified | 0 |
| Segmenting Maxillofacial Structures in CBCT Volumes | Jan 1, 2025 | AnatomyBenchmarking | —Unverified | 0 |
| SELD-Mamba: Selective State-Space Model for Sound Event Localization and Detection with Source Distance Estimation | Aug 9, 2024 | Computational EfficiencyEvent Detection | —Unverified | 0 |
| Selecting and Pruning: A Differentiable Causal Sequentialized State-Space Model for Two-View Correspondence Learning | Mar 23, 2025 | MambaPose Estimation | —Unverified | 0 |
| Selection Mechanisms for Sequence Modeling using Linear State Space Models | May 23, 2025 | Fault DetectionLanguage Modeling | —Unverified | 0 |
| Selective State Space Memory for Large Vision-Language Models | Dec 13, 2024 | MambaVisual Question Answering (VQA) | —Unverified | 0 |
| Selective State Space Model for Monaural Speech Enhancement | Nov 9, 2024 | MambaSpeech Enhancement | —Unverified | 0 |
| Selective Structured State Space for Multispectral-fused Small Target Detection | May 20, 2025 | Mamba | —Unverified | 0 |
| Self-Prior Guided Mamba-UNet Networks for Medical Image Super-Resolution | Jul 8, 2024 | Image Super-ResolutionMamba | —Unverified | 0 |
| Self-supervised ControlNet with Spatio-Temporal Mamba for Real-world Video Super-resolution | Jan 1, 2025 | Contrastive LearningMamba | —Unverified | 0 |
| Self-supervised Learning for Acoustic Few-Shot Classification | Sep 15, 2024 | ClassificationContrastive Learning | —Unverified | 0 |
| SEMA: a Scalable and Efficient Mamba like Attention via Token Localization and Averaging | Jun 10, 2025 | Mamba | —Unverified | 0 |
| Sequential-Parallel Duality in Prefix Scannable Models | Jun 12, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Serialized Point Mamba: A Serialized Point Cloud Mamba Segmentation Model | Jul 17, 2024 | 3D Instance Segmentation3D Reconstruction | —Unverified | 0 |
| SeRpEnt: Selective Resampling for Expressive State Space Models | Jan 20, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Serp-Mamba: Advancing High-Resolution Retinal Vessel Segmentation with Selective State-Space Model | Sep 6, 2024 | MambaRetinal Vessel Segmentation | —Unverified | 0 |
| ShadowMamba: State-Space Model with Boundary-Region Selective Scan for Shadow Removal | Nov 5, 2024 | Image Shadow RemovalMamba | —Unverified | 0 |
| ShapeMamba-EM: Fine-Tuning Foundation Model with Local Shape Descriptors and Mamba Blocks for 3D EM Image Segmentation | Aug 26, 2024 | Image SegmentationMamba | —Unverified | 0 |
| Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion | Sep 3, 2024 | Long-range modelingMamba | —Unverified | 0 |
| SliceMamba with Neural Architecture Search for Medical Image Segmentation | Jul 11, 2024 | Image SegmentationMamba | —Unverified | 0 |
| Small Vision-Language Models: A Survey on Compact Architectures and Techniques | Mar 9, 2025 | Computational EfficiencyKnowledge Distillation | —Unverified | 0 |
| SmartUT: Receive Beamforming for Spectral Coexistence of NGSO Satellite Systems | May 12, 2025 | Mamba | —Unverified | 0 |
| SMCD: High Realism Motion Style Transfer via Mamba-based Diffusion | May 5, 2024 | MambaMotion Style Transfer | —Unverified | 0 |
| SMILES-Mamba: Chemical Mamba Foundation Models for Drug ADMET Prediction | Aug 11, 2024 | Drug DiscoveryMamba | —Unverified | 0 |
| SMMT: Siamese Motion Mamba with Self-attention for Thermal Infrared Target Tracking | May 7, 2025 | MambaObject Tracking | —Unverified | 0 |
| SMR: State Memory Replay for Long Sequence Modeling | May 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| SNN-Driven Multimodal Human Action Recognition via Event Camera and Skeleton Data Fusion | Feb 19, 2025 | Action RecognitionMamba | —Unverified | 0 |
| SOAR: Advancements in Small Body Object Detection for Aerial Imagery Using State Space Models and Programmable Gradients | May 2, 2024 | image-classificationImage Classification | —Unverified | 0 |
| SoftLMs: Efficient Adaptive Low-Rank Approximation of Language Models using Soft-Thresholding Mechanism | Nov 15, 2024 | Decision MakingDecoder | —Unverified | 0 |
| SourceDetMamba: A Graph-aware State Space Model for Source Detection in Sequential Hypergraphs | May 19, 2025 | Computational EfficiencyMamba | —Unverified | 0 |
| Sparse Deformable Mamba for Hyperspectral Image Classification | Apr 13, 2025 | ClassificationHyperspectral Image Classification | —Unverified | 0 |
| Sparse Mamba: Introducing Controllability, Observability, And Stability To Structural State Space Models | Aug 31, 2024 | MambaState Space Models | —Unverified | 0 |
| Sparse Reconstruction of Optical Doppler Tomography with Alternative State Space Model and Attention | Apr 26, 2024 | Image EnhancementImage Reconstruction | —Unverified | 0 |
| SparseSSM: Efficient Selective Structured State Space Models Can Be Pruned in One-Shot | Jun 11, 2025 | MambaState Space Models | —Unverified | 0 |
| Spatiotemporal Field Generation Based on Hybrid Mamba-Transformer with Physics-informed Fine-tuning | May 16, 2025 | MambaSelf-Supervised Learning | —Unverified | 0 |