| Domain-decoupled Physics-informed Neural Networks with Closed-form Gradients for Fast Model Learning of Dynamical Systems | Aug 27, 2024 | FormNumerical Integration | —Unverified | 0 |
| MTMamba++: Enhancing Multi-Task Dense Scene Understanding via Mamba-Based Decoders | Aug 27, 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 |
| MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image Segmentation | Aug 25, 2024 | Image SegmentationMamba | CodeCode Available | 2 |
| PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model | Aug 24, 2024 | DenoisingDomain Generalization | CodeCode Available | 0 |
| O-Mamba: O-shape State-Space Model for Underwater Image Enhancement | Aug 23, 2024 | Image EnhancementMamba | CodeCode Available | 1 |
| Hierarchical Spatio-Temporal State-Space Modeling for fMRI Analysis | Aug 23, 2024 | MambaState Space Models | CodeCode Available | 0 |
| Modeling Time-Variant Responses of Optical Compressors with Selective State Space Models | Aug 22, 2024 | State Space Models | CodeCode Available | 0 |
| HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image Segmentation | Aug 21, 2024 | Image SegmentationMamba | CodeCode Available | 2 |
| Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba | Aug 20, 2024 | MambaOffline RL | —Unverified | 0 |
| OccMamba: Semantic Occupancy Prediction with State Space Models | Aug 19, 2024 | MambaPrediction | CodeCode Available | 1 |
| Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models | Aug 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| MambaTrack: A Simple Baseline for Multiple Object Tracking with State Space Model | Aug 17, 2024 | Mambamotion prediction | —Unverified | 0 |
| Time Series Analysis by State Space Learning | Aug 17, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| GrassNet: State Space Model Meets Graph Neural Network | Aug 16, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Where is the signal in tokenization space? | Aug 16, 2024 | State Space Models | —Unverified | 0 |
| MambaMIM: Pre-training Mamba with State Space Token Interpolation and its Application to Medical Image Segmentation | Aug 15, 2024 | Image SegmentationMamba | CodeCode Available | 1 |
| DeNOTS: Stable Deep Neural ODEs for Time Series | Aug 15, 2024 | Irregular Time SeriesState Space Models | —Unverified | 0 |
| Perspectives: Comparison of Deep Learning Segmentation Models on Biophysical and Biomedical Data | Aug 14, 2024 | Deep Learningfeature selection | CodeCode Available | 0 |
| DyG-Mamba: Continuous State Space Modeling on Dynamic Graphs | Aug 13, 2024 | Dynamic Link PredictionDynamic Node Classification | —Unverified | 0 |
| Mambular: A Sequential Model for Tabular Deep Learning | Aug 12, 2024 | Deep LearningMamba | CodeCode Available | 3 |
| Exploring Applications of State Space Models and Advanced Training Techniques in Sequential Recommendations: A Comparative Study on Efficiency and Performance | Aug 10, 2024 | Recommendation SystemsState Space Models | —Unverified | 0 |
| Enhanced Prediction of Multi-Agent Trajectories via Control Inference and State-Space Dynamics | Aug 8, 2024 | MambaState Space Models | —Unverified | 0 |
| DyGMamba: Efficiently Modeling Long-Term Temporal Dependency on Continuous-Time Dynamic Graphs with State Space Models | Aug 8, 2024 | Dynamic Link PredictionLink Prediction | —Unverified | 0 |
| PackMamba: Efficient Processing of Variable-Length Sequences in Mamba training | Aug 7, 2024 | GPUMamba | —Unverified | 0 |
| Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network | Aug 6, 2024 | 3D Human Pose EstimationComputational Efficiency | —Unverified | 0 |
| DeMansia: Mamba Never Forgets Any Tokens | Aug 4, 2024 | image-classificationImage Classification | CodeCode Available | 0 |
| A Survey of Mamba | Aug 2, 2024 | MambaState Space Models | —Unverified | 0 |
| PhysMamba: State Space Duality Model for Remote Physiological Measurement | Aug 2, 2024 | State Space Models | —Unverified | 0 |
| Wave-Mamba: Wavelet State Space Model for Ultra-High-Definition Low-Light Image Enhancement | Aug 2, 2024 | Image EnhancementLow-Light Image Enhancement | CodeCode Available | 2 |
| Enhanced Structured State Space Models via Grouped FIR Filtering and Attention Sink Mechanisms | Aug 1, 2024 | MambaState Space Models | —Unverified | 0 |
| What comes after transformers? -- A selective survey connecting ideas in deep learning | Aug 1, 2024 | Deep LearningState Space Models | —Unverified | 0 |
| RainMamba: Enhanced Locality Learning with State Space Models for Video Deraining | Jul 31, 2024 | Optical Flow EstimationRain Removal | CodeCode Available | 2 |
| ML-Mamba: Efficient Multi-Modal Large Language Model Utilizing Mamba-2 | Jul 29, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| From pixels to planning: scale-free active inference | Jul 27, 2024 | image-classificationImage Classification | —Unverified | 0 |
| Mamba-UIE: Enhancing Underwater Images with Physical Model Constraint | Jul 27, 2024 | Image EnhancementMamba | CodeCode Available | 0 |
| Towards Scalable and Stable Parallelization of Nonlinear RNNs | Jul 26, 2024 | State Space Models | CodeCode Available | 1 |
| VSSD: Vision Mamba with Non-Causal State Space Duality | Jul 26, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| EEG-SSM: Leveraging State-Space Model for Dementia Detection | Jul 25, 2024 | EEGState Space Models | —Unverified | 0 |
| Enhanced SMC^2: Leveraging Gradient Information from Differentiable Particle Filters Within Langevin Proposals | Jul 24, 2024 | State Space Models | CodeCode Available | 0 |
| Deep State Space Recurrent Neural Networks for Time Series Forecasting | Jul 21, 2024 | Kolmogorov-Arnold NetworksState Space Models | —Unverified | 0 |
| EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification | Jul 20, 2024 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Longhorn: State Space Models are Amortized Online Learners | Jul 19, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| GroupMamba: Efficient Group-Based Visual State Space Model | Jul 18, 2024 | image-classificationImage Classification | CodeCode Available | 2 |
| Temporal Test-Time Adaptation with State-Space Models | Jul 17, 2024 | State Space ModelsTest-time Adaptation | —Unverified | 0 |
| Reachset-Conformant System Identification | Jul 16, 2024 | State Space Models | —Unverified | 0 |
| Data-Driven Controlled Invariant Sets for Gaussian Process State Space Models | Jul 15, 2024 | State Space Models | —Unverified | 0 |
| SSSD-ECG-nle: New Label Embeddings with Structured State-Space Models for ECG generation | Jul 15, 2024 | State Space Models | —Unverified | 0 |
| Hydra: Bidirectional State Space Models Through Generalized Matrix Mixers | Jul 13, 2024 | MambaState Space Models | CodeCode Available | 2 |
| HiPPO-Prophecy: State-Space Models can Provably Learn Dynamical Systems in Context | Jul 12, 2024 | In-Context LearningState Space Models | —Unverified | 0 |