| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 |
| DH-Mamba: Exploring Dual-domain Hierarchical State Space Models for MRI Reconstruction | Jan 14, 2025 | DiversityMamba | CodeCode Available | 1 |
| Novel Object 6D Pose Estimation with a Single Reference View | Mar 7, 2025 | 6D Pose EstimationPose Estimation | 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 |
| Birdie: Advancing State Space Models with Reward-Driven Objectives and Curricula | Nov 1, 2024 | Computational EfficiencyQuestion Answering | 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 |
| 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 |
| DiMSUM: Diffusion Mamba -- A Scalable and Unified Spatial-Frequency Method for Image Generation | Nov 6, 2024 | Image GenerationInductive Bias | CodeCode Available | 1 |
| Differentiable Particle Filtering via Entropy-Regularized Optimal Transport | Feb 15, 2021 | State Space ModelsVariational Inference | CodeCode Available | 1 |
| Effectively Modeling Time Series with Simple Discrete State Spaces | Mar 16, 2023 | State Space ModelsTime Series | CodeCode Available | 1 |
| MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba | Jun 10, 2024 | MambaState Space Models | 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 |
| Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees | Nov 2, 2021 | Bayesian InferenceGaussian Processes | 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 Neural State-Space Model Approach to Efficient Speech Separation | May 26, 2023 | Representation LearningSpeech Separation | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | 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 |
| Mamba4D: Efficient 4D Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | Jan 1, 2025 | Action RecognitionAction Segmentation | CodeCode Available | 1 |
| Deep State Space Models for Nonlinear System Identification | Mar 31, 2020 | Deep LearningState Space Models | CodeCode Available | 1 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Mamba-FSCIL: Dynamic Adaptation with Selective State Space Model for Few-Shot Class-Incremental Learning | Jul 8, 2024 | class-incremental learningClass Incremental Learning | 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 |
| On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning | Oct 17, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Diffusion-based Conditional ECG Generation with Structured State Space Models | Jan 19, 2023 | State Space ModelsSynthetic Data Generation | CodeCode Available | 1 |
| Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers | Oct 29, 2024 | Drug DesignLanguage 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 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 |
| Linear Attention for Efficient Bidirectional Sequence Modeling | Feb 22, 2025 | State Space Models | 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 |
| LOB-Bench: Benchmarking Generative AI for Finance -- an Application to Limit Order Book Data | Feb 13, 2025 | BenchmarkingState Space Models | CodeCode Available | 1 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 2024 | DecoderMamba | CodeCode Available | 1 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | CodeCode Available | 1 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 |
| Automatic Rao-Blackwellization for Sequential Monte Carlo with Belief Propagation | Dec 15, 2023 | Bayesian InferenceState Space Models | CodeCode Available | 1 |
| L^2M: Mutual Information Scaling Law for Long-Context Language Modeling | Mar 6, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Parameter-Efficient Fine-Tuning of State Space Models | Oct 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Learning Brain Tumor Representation in 3D High-Resolution MR Images via Interpretable State Space Models | Sep 12, 2024 | Self-Supervised LearningState Space Models | CodeCode Available | 1 |
| Learning neural state-space models: do we need a state estimator? | Jun 26, 2022 | State EstimationState Space Models | CodeCode Available | 1 |
| Physics-guided Deep Markov Models for Learning Nonlinear Dynamical Systems with Uncertainty | Oct 16, 2021 | State Space ModelsVariational Inference | CodeCode Available | 1 |
| PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement | Jun 12, 2024 | Computational EfficiencyImage Enhancement | CodeCode Available | 1 |
| Activating Wider Areas in Image Super-Resolution | Mar 13, 2024 | Image Super-ResolutionMamba | CodeCode Available | 1 |
| It's Raw! Audio Generation with State-Space Models | Feb 20, 2022 | Audio GenerationDensity Estimation | CodeCode Available | 1 |
| DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable Learners | Jul 4, 2024 | Audio ClassificationAudio Tagging | CodeCode Available | 1 |