| 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 |
