| Change State Space Models for Remote Sensing Change Detection | Apr 15, 2025 | Change DetectionComputational Efficiency | CodeCode Available | 1 | 5 |
| Learning neural state-space models: do we need a state estimator? | Jun 26, 2022 | State EstimationState Space Models | 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 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | 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 |
| It's Raw! Audio Generation with State-Space Models | Feb 20, 2022 | Audio GenerationDensity Estimation | CodeCode Available | 1 | 5 |
| Advancing the State-of-the-Art for ECG Analysis through Structured State Space Models | Nov 14, 2022 | ECG ClassificationState Space Models | 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 |
| Model-Based Reinforcement Learning via Latent-Space Collocation | Jun 24, 2021 | modelModel-based Reinforcement Learning | CodeCode Available | 1 | 5 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 2024 | DecoderMamba | CodeCode Available | 1 | 5 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 | 5 |
| A Reverse Mamba Attention Network for Pathological Liver Segmentation | Feb 23, 2025 | Computational EfficiencyLiver Segmentation | CodeCode Available | 1 | 5 |
| Brain-to-Text Benchmark '24: Lessons Learned | Dec 23, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 | 5 |
| Implicit Language Models are RNNs: Balancing Parallelization and Expressivity | Feb 10, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Accelerating Toeplitz Neural Network with Constant-time Inference Complexity | Nov 15, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| KM-UNet KAN Mamba UNet for medical image segmentation | Jan 5, 2025 | Computational EfficiencyImage Segmentation | CodeCode Available | 1 | 5 |
| MamBEV: Enabling State Space Models to Learn Birds-Eye-View Representations | Mar 18, 2025 | Autonomous DrivingMamba | CodeCode Available | 1 | 5 |
| Birdie: Advancing State Space Models with Reward-Driven Objectives and Curricula | Nov 1, 2024 | Computational EfficiencyQuestion Answering | CodeCode Available | 1 | 5 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | 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 |
| GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction | Sep 13, 2024 | Autonomous DrivingData Augmentation | CodeCode Available | 1 | 5 |
| Bayes-Newton Methods for Approximate Bayesian Inference with PSD Guarantees | Nov 2, 2021 | Bayesian InferenceGaussian Processes | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | State Space Models | CodeCode Available | 1 | 5 |
