| Topological Deep Learning with State-Space Models: A Mamba Approach for Simplicial Complexes | Sep 18, 2024 | MambaState Space Models | —Unverified | 0 |
| Bio-Inspired Mamba: Temporal Locality and Bioplausible Learning in Selective State Space Models | Sep 17, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| CoMamba: Real-time Cooperative Perception Unlocked with State Space Models | Sep 16, 2024 | Autonomous Drivingobject-detection | CodeCode Available | 0 |
| PixelBytes: Catching Unified Representation for Multimodal Generation | Sep 16, 2024 | Mambamultimodal generation | CodeCode Available | 0 |
| Self-supervised Learning for Acoustic Few-Shot Classification | Sep 15, 2024 | ClassificationContrastive Learning | —Unverified | 0 |
| Efficient Online Inference and Learning in Partially Known Nonlinear State-Space Models by Learning Expressive Degrees of Freedom Offline | Sep 14, 2024 | Bayesian InferenceState Estimation | —Unverified | 0 |
| MambaFoley: Foley Sound Generation using Selective State-Space Models | Sep 13, 2024 | DenoisingMamba | CodeCode Available | 0 |
| Tracking Network Dynamics using Probabilistic State-Space Models | Sep 12, 2024 | State Space Models | CodeCode Available | 0 |
| Deep Learning of Dynamic Systems using System Identification Toolbox(TM) | Sep 11, 2024 | Deep LearningState Estimation | —Unverified | 0 |
| Mamba for Scalable and Efficient Personalized Recommendations | Sep 11, 2024 | Computational EfficiencyMamba | —Unverified | 0 |
| Rule Extrapolation in Language Models: A Study of Compositional Generalization on OOD Prompts | Sep 9, 2024 | In-Context LearningState Space Models | CodeCode Available | 0 |
| Shaking Up VLMs: Comparing Transformers and Structured State Space Models for Vision & Language Modeling | Sep 9, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| State-space models are accurate and efficient neural operators for dynamical systems | Sep 5, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| Efficient Image Compression Using Advanced State Space Models | Sep 4, 2024 | Computational EfficiencyImage Compression | —Unverified | 0 |
| Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion | Sep 3, 2024 | Long-range modelingMamba | —Unverified | 0 |
| PixelBytes: Catching Unified Embedding for Multimodal Generation | Sep 3, 2024 | Mambamultimodal generation | CodeCode Available | 0 |
| EDCSSM: Edge Detection with Convolutional State Space Model | Sep 3, 2024 | Edge DetectionMemorization | —Unverified | 0 |
| Sparse Mamba: Introducing Controllability, Observability, And Stability To Structural State Space Models | Aug 31, 2024 | MambaState Space Models | —Unverified | 0 |
| Towards Efficient Modelling of String Dynamics: A Comparison of State Space and Koopman based Deep Learning Methods | Aug 29, 2024 | State Space Models | —Unverified | 0 |
| Probabilistic Decomposed Linear Dynamical Systems for Robust Discovery of Latent Neural Dynamics | Aug 29, 2024 | Brain Computer InterfaceState Space Models | CodeCode Available | 0 |
| Evaluating Time-Series Training Dataset through Lens of Spectrum in Deep State Space Models | Aug 29, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| Domain-decoupled Physics-informed Neural Networks with Closed-form Gradients for Fast Model Learning of Dynamical Systems | Aug 27, 2024 | FormNumerical Integration | —Unverified | 0 |
| PointDGMamba: Domain Generalization of Point Cloud Classification via Generalized State Space Model | Aug 24, 2024 | DenoisingDomain Generalization | CodeCode Available | 0 |
| 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 |
| Integrating Multi-Modal Input Token Mixer Into Mamba-Based Decision Models: Decision MetaMamba | Aug 20, 2024 | MambaOffline RL | —Unverified | 0 |
| 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 |
| Where is the signal in tokenization space? | Aug 16, 2024 | State Space Models | —Unverified | 0 |
| GrassNet: State Space Model Meets Graph Neural Network | Aug 16, 2024 | Graph LearningGraph Neural Network | —Unverified | 0 |
| 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 |
| 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 |
| 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 |
| Enhanced Prediction of Multi-Agent Trajectories via Control Inference and State-Space Dynamics | Aug 8, 2024 | MambaState Space Models | —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 |
| PhysMamba: State Space Duality Model for Remote Physiological Measurement | Aug 2, 2024 | State Space Models | —Unverified | 0 |
| A Survey of Mamba | Aug 2, 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 |
| Enhanced Structured State Space Models via Grouped FIR Filtering and Attention Sink Mechanisms | Aug 1, 2024 | MambaState Space Models | —Unverified | 0 |
| ML-Mamba: Efficient Multi-Modal Large Language Model Utilizing Mamba-2 | Jul 29, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Mamba-UIE: Enhancing Underwater Images with Physical Model Constraint | Jul 27, 2024 | Image EnhancementMamba | CodeCode Available | 0 |
| From pixels to planning: scale-free active inference | Jul 27, 2024 | image-classificationImage Classification | —Unverified | 0 |
| 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 |