| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 |
| LongSSM: On the Length Extension of State-space Models in Language Modelling | Jun 4, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| 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 |
| Unlocking Guidance for Discrete State-Space Diffusion and Flow Models | Jun 3, 2024 | State Space Models | —Unverified | 0 |
| Pretrained Hybrids with MAD Skills | Jun 2, 2024 | MambaNeural Architecture Search | —Unverified | 0 |
| Mamba State-Space Models Are Lyapunov-Stable Learners | May 31, 2024 | In-Context LearningMamba | —Unverified | 0 |
| Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality | May 31, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 11 |
| Recurrent neural networks: vanishing and exploding gradients are not the end of the story | May 31, 2024 | State Space Models | CodeCode Available | 0 |
| Language Models Need Inductive Biases to Count Inductively | May 30, 2024 | State Space Models | CodeCode Available | 0 |
| Length independent generalization bounds for deep SSM architectures | May 30, 2024 | Generalization BoundsState Space Models | —Unverified | 0 |
| FourierMamba: Fourier Learning Integration with State Space Models for Image Deraining | May 29, 2024 | MambaRain Removal | —Unverified | 0 |
| Deep Bayesian Filter for Bayes-faithful Data Assimilation | May 29, 2024 | State EstimationState Space Models | —Unverified | 0 |
| State Space Models are Comparable to Transformers in Estimating Functions with Dynamic Smoothness | May 29, 2024 | State Space Models | —Unverified | 0 |
| Vim-F: Visual State Space Model Benefiting from Learning in the Frequency Domain | May 29, 2024 | MambaState Space Models | CodeCode Available | 1 |
| Efficient Time Series Processing for Transformers and State-Space Models through Token Merging | May 28, 2024 | State Space ModelsTime Series | —Unverified | 0 |
| Coupled Mamba: Enhanced Multi-modal Fusion with Coupled State Space Model | May 28, 2024 | GPUMamba | —Unverified | 0 |
| Deciphering Movement: Unified Trajectory Generation Model for Multi-Agent | May 27, 2024 | ImputationMamba | CodeCode Available | 1 |
| SMR: State Memory Replay for Long Sequence Modeling | May 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| The Expressive Capacity of State Space Models: A Formal Language Perspective | May 27, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Limits of Deep Learning: Sequence Modeling through the Lens of Complexity Theory | May 26, 2024 | State Space Models | —Unverified | 0 |
| Image Deraining with Frequency-Enhanced State Space Model | May 26, 2024 | modelRain Removal | CodeCode Available | 1 |
| MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting | May 26, 2024 | MambaState Space Models | CodeCode Available | 2 |
| MambaLLIE: Implicit Retinex-Aware Low Light Enhancement with Global-then-Local State Space | May 25, 2024 | Image EnhancementLong-range modeling | —Unverified | 0 |
| Time-SSM: Simplifying and Unifying State Space Models for Time Series Forecasting | May 25, 2024 | MambaState Space Models | —Unverified | 0 |
| MUCM-Net: A Mamba Powered UCM-Net for Skin Lesion Segmentation | May 24, 2024 | Computational EfficiencyLesion Segmentation | CodeCode Available | 0 |
| MambaVC: Learned Visual Compression with Selective State Spaces | May 24, 2024 | Long-range modelingState Space Models | CodeCode Available | 2 |
| Understanding the differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks | May 24, 2024 | State Space Models | CodeCode Available | 0 |
| MAMBA4D: Efficient Long-Sequence Point Cloud Video Understanding with Disentangled Spatial-Temporal State Space Models | May 23, 2024 | Action RecognitionAction Segmentation | —Unverified | 0 |
| Awesome Multi-modal Object Tracking | May 23, 2024 | Autonomous DrivingKnowledge Distillation | CodeCode Available | 5 |
| Multi-Scale VMamba: Hierarchy in Hierarchy Visual State Space Model | May 23, 2024 | MambaState Space Models | CodeCode Available | 2 |
| DiM: Diffusion Mamba for Efficient High-Resolution Image Synthesis | May 23, 2024 | Image GenerationMamba | CodeCode Available | 3 |
| Efficient Visual State Space Model for Image Deblurring | May 23, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Scalable Visual State Space Model with Fractal Scanning | May 23, 2024 | image-classificationImage Classification | —Unverified | 0 |
| HOPE for a Robust Parameterization of Long-memory State Space Models | May 22, 2024 | State Space Models | CodeCode Available | 0 |
| Audio Mamba: Pretrained Audio State Space Model For Audio Tagging | May 22, 2024 | Audio TaggingMamba | —Unverified | 0 |
| HeteGraph-Mamba: Heterogeneous Graph Learning via Selective State Space Model | May 22, 2024 | Graph LearningMamba | —Unverified | 0 |
| Mamba in Speech: Towards an Alternative to Self-Attention | May 21, 2024 | MambaSpeech Enhancement | CodeCode Available | 2 |
| SSAMBA: Self-Supervised Audio Representation Learning with Mamba State Space Model | May 20, 2024 | Audio ClassificationGPU | CodeCode Available | 2 |
| Physics-Guided State-Space Model Augmentation Using Weighted Regularized Neural Networks | May 16, 2024 | State Space Models | —Unverified | 0 |
| IRSRMamba: Infrared Image Super-Resolution via Mamba-based Wavelet Transform Feature Modulation Model | May 16, 2024 | Image EnhancementImage Reconstruction | CodeCode Available | 2 |
| OverlapMamba: Novel Shift State Space Model for LiDAR-based Place Recognition | May 13, 2024 | Decision MakingLoop Closure Detection | CodeCode Available | 2 |
| State-Free Inference of State-Space Models: The Transfer Function Approach | May 10, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Unsupervised multimodal modeling of cognitive and brain health trajectories for early dementia prediction | May 10, 2024 | State Space ModelsTrajectory Modeling | CodeCode Available | 0 |
| Outlier-robust Kalman Filtering through Generalised Bayes | May 9, 2024 | Bayesian InferenceComputational Efficiency | CodeCode Available | 2 |
| Regime Learning for Differentiable Particle Filters | May 8, 2024 | State Space Models | CodeCode Available | 0 |
| Weighted Least-Squares PARSIM | May 7, 2024 | State Space Models | —Unverified | 0 |
| Vision Mamba: A Comprehensive Survey and Taxonomy | May 7, 2024 | MambaMedical Image Analysis | CodeCode Available | 2 |
| xLSTM: Extended Long Short-Term Memory | May 7, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 7 |
| Comparative Study of State-based Neural Networks for Virtual Analog Audio Effects Modeling | May 7, 2024 | Audio Effects ModelingAudio Signal Processing | —Unverified | 0 |