| Retinexmamba: Retinex-based Mamba for Low-light Image Enhancement | May 6, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 2 |
| MambaTalk: Efficient Holistic Gesture Synthesis with Selective State Space Models | Mar 14, 2024 | 3D Face AnimationDiversity | CodeCode Available | 2 |
| RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining | Jul 31, 2024 | Optical Flow EstimationRain Removal | CodeCode Available | 2 |
| S^2Mamba: A Spatial-spectral State Space Model for Hyperspectral Image Classification | Apr 28, 2024 | Hyperspectral Image Classificationimage-classification | CodeCode Available | 2 |
| Quamba2: A Robust and Scalable Post-training Quantization Framework for Selective State Space Models | Mar 28, 2025 | MMLUQuantization | CodeCode Available | 2 |
| Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models | Aug 19, 2022 | ImputationMissing Values | CodeCode Available | 2 |
| Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement | Aug 2, 2024 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 2 |
| MatMamba: A Matryoshka State Space Model | Oct 9, 2024 | modelRepresentation Learning | CodeCode Available | 2 |
| Quamba: A Post-Training Quantization Recipe for Selective State Space Models | Oct 17, 2024 | Computational EfficiencyMamba | CodeCode Available | 2 |
| State-Free Inference of State-Space Models: The Transfer Function Approach | May 10, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model | Jan 17, 2024 | GPUImage Classification | CodeCode Available | 2 |
| Conditional Simulation Using Diffusion Schrödinger Bridges | Feb 27, 2022 | DeblurringDenoising | CodeCode Available | 1 |
| On the Expressiveness and Length Generalization of Selective State-Space Models on Regular Languages | Dec 26, 2024 | State Space Models | CodeCode Available | 1 |
| On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning | Oct 17, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 |
| NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? | Dec 2, 2024 | State Space Models | CodeCode Available | 1 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 2024 | DecoderMamba | CodeCode Available | 1 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | CodeCode Available | 1 |
| Novel Object 6D Pose Estimation with a Single Reference View | Mar 7, 2025 | 6D Pose EstimationPose Estimation | CodeCode Available | 1 |
| MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery | May 23, 2025 | Image RestorationState Space Models | CodeCode Available | 1 |
| Online Variational Filtering and Parameter Learning | Oct 26, 2021 | State EstimationState Space Models | CodeCode Available | 1 |
| Model-Based Reinforcement Learning via Latent-Space Collocation | Jun 24, 2021 | modelModel-based Reinforcement Learning | CodeCode Available | 1 |
| Change State Space Models for Remote Sensing Change Detection | Apr 15, 2025 | Change DetectionComputational Efficiency | CodeCode Available | 1 |
| Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors | Oct 4, 2023 | DenoisingState Space Models | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 |
| Deep State Space Models for Nonlinear System Identification | Mar 31, 2020 | Deep LearningState Space Models | CodeCode Available | 1 |
| Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models | Nov 14, 2022 | ECG ClassificationState Space Models | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| A Reverse Mamba Attention Network for Pathological Liver Segmentation | Feb 23, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Brain-to-Text Benchmark '24: Lessons Learned | Dec 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Mamba-Sea: A Mamba-based Framework with Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation | Apr 24, 2025 | Domain GeneralizationImage Segmentation | CodeCode Available | 1 |
| Accelerating Toeplitz Neural Network with Constant-time Inference Complexity | Nov 15, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation | Aug 15, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba | Jun 10, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Mamba2D: A Natively Multi-Dimensional State-Space Model for Vision Tasks | Dec 20, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Birdie: Advancing State Space Models with Reward-Driven Objectives and Curricula | Nov 1, 2024 | Computational EfficiencyQuestion Answering | CodeCode Available | 1 |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | Jan 1, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers | Oct 29, 2024 | Drug DesignLanguage Modeling | CodeCode Available | 1 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 |
| Deep Latent State Space Models for Time-Series Generation | Dec 24, 2022 | State Space ModelsTime Series | CodeCode Available | 1 |
| LOCOST: State-Space Models for Long Document Abstractive Summarization | Jan 31, 2024 | Abstractive Text SummarizationBook summarization | CodeCode Available | 1 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 |
| Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees | Nov 2, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 1 |
| A Neural State-Space Model Approach to Efficient Speech Separation | May 26, 2023 | Representation LearningSpeech Separation | CodeCode Available | 1 |
| Linear Attention for Efficient Bidirectional Sequence Modeling | Feb 22, 2025 | State Space Models | CodeCode Available | 1 |