| S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models | Oct 10, 2023 | Sleep StagingState Space Models | CodeCode Available | 1 | 5 |
| Robust Robotic Control from Pixels using Contrastive Recurrent State-Space Models | Dec 2, 2021 | State Space Models | CodeCode Available | 1 | 5 |
| Deep Latent State Space Models for Time-Series Generation | Dec 24, 2022 | State Space ModelsTime Series | CodeCode Available | 1 | 5 |
| RTSNet: Learning to Smooth in Partially Known State-Space Models (Preprint) | Oct 10, 2021 | State Space Models | CodeCode Available | 1 | 5 |
| SambaMixer: State of Health Prediction of Li-ion Batteries using Mamba State Space Models | Oct 31, 2024 | Li-ion State of Health EstimationMamba | CodeCode Available | 1 | 5 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 | 5 |
| Rethinking Token Reduction for State Space Models | Oct 16, 2024 | MambaState Space Models | CodeCode Available | 1 | 5 |
| Implicit Language Models are RNNs: Balancing Parallelization and Expressivity | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Resurrecting Recurrent Neural Networks for Long Sequences | Mar 11, 2023 | ClassificationComputational Efficiency | CodeCode Available | 1 | 5 |
| MODEM: A Morton-Order Degradation Estimation Mechanism for Adverse Weather Image Recovery | May 23, 2025 | Image RestorationState Space Models | CodeCode Available | 1 | 5 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 | 5 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 | 5 |
| Automatic Rao-Blackwellization for Sequential Monte Carlo with Belief Propagation | Dec 15, 2023 | Bayesian InferenceState Space Models | CodeCode Available | 1 | 5 |
| Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters | Feb 1, 2024 | Mixture-of-Expertsparameter-efficient fine-tuning | CodeCode Available | 1 | 5 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 | 5 |
| Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors | Oct 4, 2023 | DenoisingState Space Models | CodeCode Available | 1 | 5 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 | 5 |
| Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling | Feb 15, 2024 | MambaPrediction | CodeCode Available | 1 | 5 |
| Activating Wider Areas in Image Super-Resolution | Mar 13, 2024 | Image Super-ResolutionMamba | CodeCode Available | 1 | 5 |
| DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable Learners | Jul 4, 2024 | Audio ClassificationAudio Tagging | CodeCode Available | 1 | 5 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | CodeCode Available | 1 | 5 |
| Representation learning for neural population activity with Neural Data Transformers | Aug 2, 2021 | Representation LearningState Space Models | CodeCode Available | 1 | 5 |
| Cross-attention Inspired Selective State Space Models for Target Sound Extraction | Sep 7, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 | 5 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | CodeCode Available | 1 | 5 |
| Reactive Message Passing for Scalable Bayesian Inference | Dec 25, 2021 | Bayesian InferenceState Space Models | CodeCode Available | 1 | 5 |
| GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction | Sep 13, 2024 | Autonomous DrivingData Augmentation | CodeCode Available | 1 | 5 |
| GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions | Jun 10, 2022 | State Space Models | CodeCode Available | 1 | 5 |
| RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of Transformers | Mar 27, 2024 | BenchmarkingDocument Ranking | CodeCode Available | 1 | 5 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 | 5 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 | 5 |
| Recurrent Distance Filtering for Graph Representation Learning | Dec 3, 2023 | Graph ClassificationGraph Representation Learning | CodeCode Available | 1 | 5 |
| EndoMamba: An Efficient Foundation Model for Endoscopic Videos via Hierarchical Pre-training | Feb 26, 2025 | MambaRepresentation Learning | CodeCode Available | 1 | 5 |
| MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation | Aug 15, 2024 | Image SegmentationMamba | CodeCode Available | 1 | 5 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | State Space Models | CodeCode Available | 1 | 5 |
| On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning | Oct 17, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Ensemble Kalman Filtering Meets Gaussian Process SSM for Non-Mean-Field and Online Inference | Dec 10, 2023 | State Space ModelsVariational Inference | CodeCode Available | 1 | 5 |
| Probabilistic Recurrent State-Space Models | Jan 31, 2018 | Gaussian ProcessesState Space Models | CodeCode Available | 1 | 5 |
| Unifying and generalizing models of neural dynamics during decision-making | Jan 13, 2020 | Decision MakingOpen-Ended Question Answering | CodeCode Available | 1 | 5 |
| Convolutional State Space Models for Long-Range Spatiotemporal Modeling | Oct 30, 2023 | MinecraftState Space Models | CodeCode Available | 1 | 5 |
| It's Raw! Audio Generation with State-Space Models | Feb 20, 2022 | Audio GenerationDensity Estimation | CodeCode Available | 1 | 5 |
| QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model | Oct 9, 2024 | image-classificationImage Classification | CodeCode Available | 1 | 5 |
| Continuous-time system identification with neural networks: Model structures and fitting criteria | Jun 3, 2020 | State Space Models | CodeCode Available | 1 | 5 |
| Attamba: Attending To Multi-Token States | Nov 26, 2024 | ChunkingState Space Models | CodeCode Available | 1 | 5 |
| FACTS: A Factored State-Space Framework For World Modelling | Oct 28, 2024 | Multivariate Time Series ForecastingState Space Models | CodeCode Available | 1 | 5 |
| Exploiting Temporal State Space Sharing for Video Semantic Segmentation | Mar 26, 2025 | MambaSemantic Segmentation | CodeCode Available | 1 | 5 |
| Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction | Dec 12, 2024 | Image ReconstructionSensitivity | CodeCode Available | 1 | 5 |
| Exploring Adversarial Robustness of Deep State Space Models | Jun 8, 2024 | Adversarial RobustnessState Space Models | CodeCode Available | 1 | 5 |
| Recursive Gaussian Process State Space Model | Nov 22, 2024 | Computational EfficiencyHyperparameter Optimization | CodeCode Available | 1 | 5 |
| Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models | Apr 29, 2024 | Audio ClassificationGesture Recognition | CodeCode Available | 1 | 5 |
| SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces | Mar 12, 2024 | GPUImage Generation | CodeCode Available | 1 | 5 |
