| Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement | May 6, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 2 |
| From Generalization Analysis to Optimization Designs for State Space Models | May 4, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| FER-YOLO-Mamba: Facial Expression Detection and Classification Based on Selective State Space | May 3, 2024 | Facial Expression RecognitionFacial Expression Recognition (FER) | CodeCode Available | 2 |
| 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 |
| CLIP-Mamba: CLIP Pretrained Mamba Models with OOD and Hessian Evaluation | Apr 30, 2024 | MambaState Space Models | CodeCode Available | 2 |
| Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models | Apr 29, 2024 | Audio ClassificationGesture Recognition | CodeCode Available | 1 |
| S^2Mamba: A Spatial-spectral State Space Model for Hyperspectral Image Classification | Apr 28, 2024 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 2 |
| Revisiting Multi-modal Emotion Learning with Broad State Space Models and Probability-guidance Fusion | Apr 27, 2024 | DisentanglementEmotion Classification | —Unverified | 0 |
| A Survey on Visual Mamba | Apr 24, 2024 | Image RegistrationImage Restoration | CodeCode Available | 4 |
| Mamba-360: Survey of State Space Models as Transformer Alternative for Long Sequence Modelling: Methods, Applications, and Challenges | Apr 24, 2024 | Drug DesignInductive Bias | CodeCode Available | 2 |
| Learning World Models With Hierarchical Temporal Abstractions: A Probabilistic Perspective | Apr 24, 2024 | State Space Models | —Unverified | 0 |
| Mamba3D: Enhancing Local Features for 3D Point Cloud Analysis via State Space Model | Apr 23, 2024 | 3D Point Cloud ClassificationMamba | CodeCode Available | 2 |
| Vim4Path: Self-Supervised Vision Mamba for Histopathology Images | Apr 20, 2024 | DiagnosticMamba | CodeCode Available | 2 |
| Variational quantization for state space models | Apr 17, 2024 | QuantizationState Space Models | CodeCode Available | 0 |
| LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory | Apr 17, 2024 | Computational EfficiencyLanguage Modeling | —Unverified | 0 |
| CU-Mamba: Selective State Space Models with Channel Learning for Image Restoration | Apr 17, 2024 | Image RestorationMamba | —Unverified | 0 |
| State-space Decomposition Model for Video Prediction Considering Long-term Motion Trend | Apr 17, 2024 | motion predictionPrediction | —Unverified | 0 |
| HumMUSS: Human Motion Understanding using State Space Models | Apr 16, 2024 | Action RecognitionPose Estimation | —Unverified | 0 |
| FusionMamba: Dynamic Feature Enhancement for Multimodal Image Fusion with Mamba | Apr 15, 2024 | Infrared And Visible Image FusionMamba | CodeCode Available | 3 |
| HSIDMamba: Exploring Bidirectional State-Space Models for Hyperspectral Denoising | Apr 15, 2024 | Computational EfficiencyDenoising | —Unverified | 0 |
| The Illusion of State in State-Space Models | Apr 12, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length | Apr 12, 2024 | State Space Models | CodeCode Available | 4 |
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection | Apr 9, 2024 | Anomaly DetectionDecoder | CodeCode Available | 3 |
| A data-driven approach to UIO-based fault diagnosis | Apr 9, 2024 | Fault DiagnosisState Space Models | —Unverified | 0 |
| Sigma: Siamese Mamba Network for Multi-Modal Semantic Segmentation | Apr 5, 2024 | DecoderMamba | CodeCode Available | 3 |
| ChangeMamba: Remote Sensing Change Detection With Spatiotemporal State Space Model | Apr 4, 2024 | 2D Semantic SegmentationAttribute | CodeCode Available | 4 |
| InsectMamba: Insect Pest Classification with State Space Model | Apr 4, 2024 | ClassificationDiversity | —Unverified | 0 |
| On the reduction of Linear Parameter-Varying State-Space models | Apr 2, 2024 | BenchmarkingDimensionality Reduction | —Unverified | 0 |
| SpikeMba: Multi-Modal Spiking Saliency Mamba for Temporal Video Grounding | Apr 1, 2024 | MambaState Space Models | —Unverified | 0 |
| MambaMixer: Efficient Selective State Space Models with Dual Token and Channel Selection | Mar 29, 2024 | channel selectionImage Classification | —Unverified | 0 |
| UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion Segmentation | Mar 29, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 3 |
| Dual-path Mamba: Short and Long-term Bidirectional Selective Structured State Space Models for Speech Separation | Mar 27, 2024 | MambaSpeech Separation | CodeCode Available | 2 |
| RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of Transformers | Mar 27, 2024 | BenchmarkingDocument Ranking | CodeCode Available | 1 |
| Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis | Mar 26, 2024 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| Rotate to Scan: UNet-like Mamba with Triplet SSM Module for Medical Image Segmentation | Mar 26, 2024 | Image SegmentationMamba | —Unverified | 0 |
| Integrating Mamba Sequence Model and Hierarchical Upsampling Network for Accurate Semantic Segmentation of Multiple Sclerosis Legion | Mar 26, 2024 | Decision MakingImage Segmentation | —Unverified | 0 |
| Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models | Mar 26, 2024 | GPUImage Restoration | —Unverified | 0 |
| Incorporating Exponential Smoothing into MLP: A Simple but Effective Sequence Model | Mar 26, 2024 | Inductive BiasState Space Models | CodeCode Available | 0 |
| State Space Models as Foundation Models: A Control Theoretic Overview | Mar 25, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Modeling Analog Dynamic Range Compressors using Deep Learning and State-space Models | Mar 24, 2024 | Deep LearningState Space Models | —Unverified | 0 |
| SiMBA: Simplified Mamba-Based Architecture for Vision and Multivariate Time series | Mar 22, 2024 | Inductive BiasMamba | CodeCode Available | 3 |
| Model order reduction of deep structured state-space models: A system-theoretic approach | Mar 21, 2024 | State Space Models | —Unverified | 0 |
| H-vmunet: High-order Vision Mamba UNet for Medical Image Segmentation | Mar 20, 2024 | Image SegmentationLesion Segmentation | CodeCode Available | 2 |
| VL-Mamba: Exploring State Space Models for Multimodal Learning | Mar 20, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| STG-Mamba: Spatial-Temporal Graph Learning via Selective State Space Model | Mar 19, 2024 | Computational EfficiencyGraph Learning | CodeCode Available | 3 |
| VmambaIR: Visual State Space Model for Image Restoration | Mar 18, 2024 | DenoisingImage Restoration | CodeCode Available | 3 |
| Understanding Robustness of Visual State Space Models for Image Classification | Mar 16, 2024 | Adversarial Robustnessimage-classification | CodeCode Available | 0 |
| Regularization-Based Efficient Continual Learning in Deep State-Space Models | Mar 15, 2024 | Continual LearningState Space Models | —Unverified | 0 |
| EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba | Mar 15, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 3 |
| LocalMamba: Visual State Space Model with Windowed Selective Scan | Mar 14, 2024 | MambaState Space Models | CodeCode Available | 3 |