| KM-UNet KAN Mamba UNet for medical image segmentation | Jan 5, 2025 | Computational EfficiencyImage Segmentation | 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 |
| Physics-Driven Autoregressive State Space Models for Medical Image Reconstruction | Dec 12, 2024 | Image ReconstructionSensitivity | CodeCode Available | 1 | 5 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 | 5 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 | 5 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 | 5 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | CodeCode Available | 1 | 5 |
| A Neural State-Space Model Approach to Efficient Speech Separation | May 26, 2023 | Representation LearningSpeech Separation | CodeCode Available | 1 | 5 |
| Novel Object 6D Pose Estimation with a Single Reference View | Mar 7, 2025 | 6D Pose EstimationPose Estimation | CodeCode Available | 1 | 5 |
| Online Variational Filtering and Parameter Learning | Oct 26, 2021 | State EstimationState Space Models | CodeCode Available | 1 | 5 |
| Neural Continuous-Discrete State Space Models for Irregularly-Sampled Time Series | Jan 26, 2023 | Bayesian InferenceImputation | CodeCode Available | 1 | 5 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 2024 | DecoderMamba | 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 |
| Implicit Language Models are RNNs: Balancing Parallelization and Expressivity | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Deep State Space Models for Nonlinear System Identification | Mar 31, 2020 | Deep LearningState Space Models | CodeCode Available | 1 | 5 |
| Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling | Feb 15, 2024 | MambaPrediction | CodeCode Available | 1 | 5 |
| NLLG Quarterly arXiv Report 09/24: What are the most influential current AI Papers? | Dec 2, 2024 | State Space Models | CodeCode Available | 1 | 5 |
| On the Expressiveness and Length Generalization of Selective State-Space Models on Regular Languages | Dec 26, 2024 | State Space Models | CodeCode Available | 1 | 5 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 | 5 |
| Physics-guided Deep Markov Models for Learning Nonlinear Dynamical Systems with Uncertainty | Oct 16, 2021 | State Space ModelsVariational Inference | 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 |
| Deep Latent State Space Models for Time-Series Generation | Dec 24, 2022 | State Space ModelsTime Series | CodeCode Available | 1 | 5 |
| Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees | Nov 2, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 1 | 5 |
| MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba | Jun 10, 2024 | MambaState Space Models | CodeCode Available | 1 | 5 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | State Space Models | CodeCode Available | 1 | 5 |
