| PRF: Parallel Resonate and Fire Neuron for Long Sequence Learning in Spiking Neural Networks | Oct 4, 2024 | State Space Models | —Unverified | 0 |
| Demystifying the Token Dynamics of Deep Selective State Space Models | Oct 4, 2024 | MambaState Space Models | —Unverified | 0 |
| Mamba in Vision: A Comprehensive Survey of Techniques and Applications | Oct 4, 2024 | MambaState Space Models | CodeCode Available | 2 |
| Mathematical Formalism for Memory Compression in Selective State Space Models | Oct 4, 2024 | State Space ModelsTime Series Forecasting | —Unverified | 0 |
| HRVMamba: High-Resolution Visual State Space Model for Dense Prediction | Oct 4, 2024 | Inductive BiasMamba | CodeCode Available | 0 |
| TRIS-HAR: Transmissive Reconfigurable Intelligent Surfaces-assisted Cognitive Wireless Human Activity Recognition Using State Space Models | Oct 3, 2024 | Activity RecognitionHuman Activity Recognition | —Unverified | 0 |
| Mamba Neural Operator: Who Wins? Transformers vs. State-Space Models for PDEs | Oct 3, 2024 | MambaState Space Models | —Unverified | 0 |
| A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond | Oct 3, 2024 | MambaMedical Image Analysis | CodeCode Available | 2 |
| Tuning Frequency Bias of State Space Models | Oct 2, 2024 | DenoisingImage Denoising | —Unverified | 0 |
| Mitigating Copy Bias in In-Context Learning through Neuron Pruning | Oct 2, 2024 | In-Context LearningState Space Models | —Unverified | 0 |
| A SSM is Polymerized from Multivariate Time Series | Sep 30, 2024 | MambaState Space Models | CodeCode Available | 0 |
| Violina: Various-of-trajectories Identification of Linear Time-invariant Non-Markovian Dynamics | Sep 30, 2024 | State Space Models | —Unverified | 0 |
| Speech-Mamba: Long-Context Speech Recognition with Selective State Spaces Models | Sep 27, 2024 | Automatic Speech RecognitionMamba | —Unverified | 0 |
| Exploring Token Pruning in Vision State Space Models | Sep 27, 2024 | State Space Models | —Unverified | 0 |
| Uncertainty Representations in State-Space Layers for Deep Reinforcement Learning under Partial Observability | Sep 25, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| MambaJSCC: Adaptive Deep Joint Source-Channel Coding with Generalized State Space Model | Sep 25, 2024 | Efficient Neural NetworkState Space Models | —Unverified | 0 |
| A Diagonal Structured State Space Model on Loihi 2 for Efficient Streaming Sequence Processing | Sep 23, 2024 | State Space Models | —Unverified | 0 |
| Test Time Learning for Time Series Forecasting | Sep 21, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| State space models, emergence, and ergodicity: How many parameters are needed for stable predictions? | Sep 20, 2024 | Self-Supervised LearningState Space Models | —Unverified | 0 |
| MambaRecon: MRI Reconstruction with Structured State Space Models | Sep 19, 2024 | MambaMRI Reconstruction | CodeCode Available | 0 |
| PhysMamba: Efficient Remote Physiological Measurement with SlowFast Temporal Difference Mamba | Sep 18, 2024 | MambaState Space Models | CodeCode Available | 2 |
| StableMamba: Distillation-free Scaling of Large SSMs for Images and Videos | Sep 18, 2024 | Action Recognitionimage-classification | —Unverified | 0 |
| 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 |
| PixelBytes: Catching Unified Representation for Multimodal Generation | Sep 16, 2024 | Mambamultimodal generation | CodeCode Available | 0 |
| CoMamba: Real-time Cooperative Perception Unlocked with State Space Models | Sep 16, 2024 | Autonomous Drivingobject-detection | CodeCode Available | 0 |
| Flash STU: Fast Spectral Transform Units | Sep 16, 2024 | State Space Models | CodeCode Available | 1 |
| 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 |
| GenMapping: Unleashing the Potential of Inverse Perspective Mapping for Robust Online HD Map Construction | Sep 13, 2024 | Autonomous DrivingData Augmentation | CodeCode Available | 1 |
| Tracking Network Dynamics using Probabilistic State-Space Models | Sep 12, 2024 | State Space Models | CodeCode Available | 0 |
| 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 |
| Mamba for Scalable and Efficient Personalized Recommendations | Sep 11, 2024 | Computational EfficiencyMamba | —Unverified | 0 |
| Deep Learning of Dynamic Systems using System Identification Toolbox(TM) | Sep 11, 2024 | Deep LearningState Estimation | —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 |
| Cross-attention Inspired Selective State Space Models for Target Sound Extraction | Sep 7, 2024 | Computational EfficiencyMamba | CodeCode Available | 1 |
| State-space models are accurate and efficient neural operators for dynamical systems | Sep 5, 2024 | Computational EfficiencyMamba | CodeCode Available | 0 |
| 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 |
| Efficient Image Compression Using Advanced State Space Models | Sep 4, 2024 | Computational EfficiencyImage Compression | —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 |
| Shuffle Mamba: State Space Models with Random Shuffle for Multi-Modal Image Fusion | Sep 3, 2024 | Long-range modelingMamba | —Unverified | 0 |
| SSD4Rec: A Structured State Space Duality Model for Efficient Sequential Recommendation | Sep 2, 2024 | MambaRecommendation Systems | CodeCode Available | 1 |
| Sparse Mamba: Introducing Controllability, Observability, And Stability To Structural State Space Models | Aug 31, 2024 | MambaState Space Models | —Unverified | 0 |
| TrackSSM: A General Motion Predictor by State-Space Model | Aug 31, 2024 | DecoderMamba | CodeCode Available | 1 |
| 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 |
| 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 |