| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Resurrecting Recurrent Neural Networks for Long Sequences | Mar 11, 2023 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 |
| LongMamba: Enhancing Mamba's Long Context Capabilities via Training-Free Receptive Field Enlargement | Apr 22, 2025 | BenchmarkingLanguage Modeling | CodeCode Available | 1 |
| Mamba2D: A Natively Multi-Dimensional State-Space Model for Vision Tasks | Dec 20, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| RTSNet: Learning to Smooth in Partially Known State-Space Models (Preprint) | Oct 10, 2021 | State 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 |
| Long-context Protein Language Modeling Using Bidirectional Mamba with Shared Projection Layers | Oct 29, 2024 | Drug DesignLanguage Modeling | CodeCode Available | 1 |
| Scaling Representation Learning from Ubiquitous ECG with State-Space Models | Sep 26, 2023 | Representation LearningState Space Models | CodeCode Available | 1 |
| Exploiting Temporal State Space Sharing for Video Semantic Segmentation | Mar 26, 2025 | MambaSemantic Segmentation | 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 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| DA-Mamba: Domain Adaptive Hybrid Mamba-Transformer Based One-Stage Object Detection | Feb 16, 2025 | Domain AdaptationKnowledge Distillation | CodeCode Available | 1 |
| Automatic Rao-Blackwellization for Sequential Monte Carlo with Belief Propagation | Dec 15, 2023 | Bayesian InferenceState Space Models | CodeCode Available | 1 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | State Space Models | CodeCode Available | 1 |
| Slot State Space Models | Jun 18, 2024 | MambaState 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 |
| Modeling Multivariate Biosignals With Graph Neural Networks and Structured State Space Models | Nov 21, 2022 | ClassificationGraph Neural Network | CodeCode Available | 1 |
| Exploring Adversarial Robustness of Deep State Space Models | Jun 8, 2024 | Adversarial RobustnessState Space Models | CodeCode Available | 1 |
| Efficient Long Sequence Modeling via State Space Augmented Transformer | Dec 15, 2022 | Computational EfficiencyDecoder | CodeCode Available | 1 |
| Activating Wider Areas in Image Super-Resolution | Mar 13, 2024 | Image Super-ResolutionMamba | CodeCode Available | 1 |
| Linear Attention for Efficient Bidirectional Sequence Modeling | Feb 22, 2025 | State Space Models | CodeCode Available | 1 |
| Change State Space Models for Remote Sensing Change Detection | Apr 15, 2025 | Change DetectionComputational Efficiency | 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 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | CodeCode Available | 1 |
| LOCOST: State-Space Models for Long Document Abstractive Summarization | Jan 31, 2024 | Abstractive Text SummarizationBook summarization | 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 |
| State-space Models with Layer-wise Nonlinearity are Universal Approximators with Exponential Decaying Memory | Sep 23, 2023 | State Space Models | CodeCode Available | 1 |
| Cross-attention Inspired Selective State Space Models for Target Sound Extraction | Sep 7, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| Learning Phase Distortion with Selective State Space Models for Video Turbulence Mitigation | Apr 3, 2025 | State Space Models | CodeCode Available | 1 |
| It's Raw! Audio Generation with State-Space Models | Feb 20, 2022 | Audio GenerationDensity Estimation | CodeCode Available | 1 |
| KM-UNet KAN Mamba UNet for medical image segmentation | Jan 5, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 |
| Theoretical Foundations of Deep Selective State-Space Models | Feb 29, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Towards Efficient Modeling and Inference in Multi-Dimensional Gaussian Process State-Space Models | Sep 3, 2023 | Gaussian ProcessesState Space Models | CodeCode Available | 1 |
| Ensemble Kalman Filtering Meets Gaussian Process SSM for Non-Mean-Field and Online Inference | Dec 10, 2023 | State Space ModelsVariational Inference | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata | Aug 29, 2023 | BenchmarkingDiagnostic | CodeCode Available | 1 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| Implicit Language Models are RNNs: Balancing Parallelization and Expressivity | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| L^2M: Mutual Information Scaling Law for Long-Context Language Modeling | Mar 6, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 |
| Unifying and generalizing models of neural dynamics during decision-making | Jan 13, 2020 | Decision MakingOpen-Ended Question Answering | CodeCode Available | 1 |
| Convolutional State Space Models for Long-Range Spatiotemporal Modeling | Oct 30, 2023 | MinecraftState Space Models | CodeCode Available | 1 |
| Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling | Feb 15, 2024 | MambaPrediction | CodeCode Available | 1 |
| Continuous-time system identification with neural networks: Model structures and fitting criteria | Jun 3, 2020 | State Space Models | CodeCode Available | 1 |
| Attamba: Attending To Multi-Token States | Nov 26, 2024 | ChunkingState Space Models | CodeCode Available | 1 |
| GD-VAEs: Geometric Dynamic Variational Autoencoders for Learning Nonlinear Dynamics and Dimension Reductions | Jun 10, 2022 | State Space Models | CodeCode Available | 1 |
| GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction | Sep 13, 2024 | Autonomous DrivingData Augmentation | 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 |