| FACTS: A Factored State-Space Framework For World Modelling | Oct 28, 2024 | Multivariate Time Series ForecastingState Space Models | CodeCode Available | 1 |
| START: A Generalized State Space Model with Saliency-Driven Token-Aware Transformation | Oct 21, 2024 | Domain GeneralizationMamba | CodeCode Available | 1 |
| Rethinking Token Reduction for State Space Models | Oct 16, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Mamba4Cast: Efficient Zero-Shot Time Series Forecasting with State Space Models | Oct 12, 2024 | AutoMLMamba | CodeCode Available | 1 |
| Parameter-Efficient Fine-Tuning of State Space Models | Oct 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| QuadMamba: Learning Quadtree-based Selective Scan for Visual State Space Model | Oct 9, 2024 | image-classificationImage Classification | CodeCode Available | 1 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | 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 |
| 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 |
| Cross-attention Inspired Selective State Space Models for Target Sound Extraction | Sep 7, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary Identification in High-Resolution Remote Sensing Images | Sep 5, 2024 | Boundary DetectionDecoder | CodeCode Available | 1 |
| SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation | Sep 2, 2024 | MambaRecommendation Systems | CodeCode Available | 1 |
| TrackSSM: A General Motion Predictor by State-Space Model | Aug 31, 2024 | DecoderMamba | CodeCode Available | 1 |
| SpikingSSMs: Learning Long Sequences with Sparse and Parallel Spiking State Space Models | Aug 27, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 2024 | DecoderMamba | CodeCode Available | 1 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 |
| Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models | Aug 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 |
| MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation | Aug 15, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| Towards Scalable and Stable Parallelization of Nonlinear RNNs | Jul 26, 2024 | State Space Models | 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 |
| DASS: Distilled Audio State Space Models Are Stronger and More Duration-Scalable Learners | Jul 4, 2024 | Audio ClassificationAudio Tagging | CodeCode Available | 1 |
| HRSAM: Efficient Interactive Segmentation in High-Resolution Images | Jul 2, 2024 | Data AugmentationGPU | CodeCode Available | 1 |
| Slot State Space Models | Jun 18, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Towards Evaluating the Robustness of Visual State Space Models | Jun 13, 2024 | Adversarial Robustnessobject-detection | 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 |
| MaIL: Improving Imitation Learning with Mamba | Jun 12, 2024 | DecoderImitation Learning | CodeCode Available | 1 |
| MHS-VM: Multi-Head Scanning in Parallel Subspaces for Vision Mamba | Jun 10, 2024 | MambaState Space Models | CodeCode Available | 1 |
| What Can We Learn from State Space Models for Machine Learning on Graphs? | Jun 9, 2024 | State Space Models | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| Exploring Adversarial Robustness of Deep State Space Models | Jun 8, 2024 | Adversarial RobustnessState Space Models | CodeCode Available | 1 |
| Audio Mamba: Selective State Spaces for Self-Supervised Audio Representations | Jun 4, 2024 | Language ModellingMamba | CodeCode Available | 1 |
| State Space Models on Temporal Graphs: A First-Principles Study | Jun 3, 2024 | Graph LearningState Space Models | CodeCode Available | 1 |
| Vim-F: Visual State Space Model Benefiting from Learning in the Frequency Domain | May 29, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models | Apr 29, 2024 | Audio ClassificationGesture Recognition | CodeCode Available | 1 |
| The Illusion of State in State-Space Models | Apr 12, 2024 | MambaState Space Models | CodeCode Available | 1 |
| RankMamba: Benchmarking Mamba's Document Ranking Performance in the Era of Transformers | Mar 27, 2024 | BenchmarkingDocument Ranking | CodeCode Available | 1 |
| Heracles: A Hybrid SSM-Transformer Model for High-Resolution Image and Time-Series Analysis | Mar 26, 2024 | Inductive BiasInstance Segmentation | CodeCode Available | 1 |
| State Space Models as Foundation Models: A Control Theoretic Overview | Mar 25, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Activating Wider Areas in Image Super-Resolution | Mar 13, 2024 | Image Super-ResolutionMamba | CodeCode Available | 1 |
| SSM Meets Video Diffusion Models: Efficient Long-Term Video Generation with Structured State Spaces | Mar 12, 2024 | GPUImage Generation | CodeCode Available | 1 |
| MamMIL: Multiple Instance Learning for Whole Slide Images with State Space Models | Mar 8, 2024 | MambaMultiple Instance Learning | CodeCode Available | 1 |
| Normalizing Flow-based Differentiable Particle Filters | Mar 3, 2024 | Density EstimationNormalising Flows | CodeCode Available | 1 |
| Theoretical Foundations of Deep Selective State-Space Models | Feb 29, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Hierarchical State Space Models for Continuous Sequence-to-Sequence Modeling | Feb 15, 2024 | MambaPrediction | CodeCode Available | 1 |
| Efficient Fine-tuning of Audio Spectrogram Transformers via Soft Mixture of Adapters | Feb 1, 2024 | Mixture-of-Expertsparameter-efficient fine-tuning | CodeCode Available | 1 |
| LOCOST: State-Space Models for Long Document Abstractive Summarization | Jan 31, 2024 | Abstractive Text SummarizationBook summarization | CodeCode Available | 1 |
| Particle-MALA and Particle-mGRAD: Gradient-based MCMC methods for high-dimensional state-space models | Jan 26, 2024 | Bayesian InferenceState Space Models | CodeCode Available | 1 |
