| From S4 to Mamba: A Comprehensive Survey on Structured State Space Models | Mar 22, 2025 | Computational EfficiencyMamba | —Unverified | 0 | 0 |
| Exemplar-Free Continual Learning for State Space Models | May 24, 2025 | Continual LearningExemplar-Free | —Unverified | 0 | 0 |
| Event Signal Filtering via Probability Flux Estimation | Apr 10, 2025 | State Space ModelsSuper-Resolution | —Unverified | 0 | 0 |
| Comparative Study of State-based Neural Networks for Virtual Analog Audio Effects Modeling | May 7, 2024 | Audio Effects ModelingAudio Signal Processing | —Unverified | 0 | 0 |
| EventMamba: Enhancing Spatio-Temporal Locality with State Space Models for Event-Based Video Reconstruction | Mar 25, 2025 | Event-Based Video ReconstructionMamba | —Unverified | 0 | 0 |
| Event-based Video Super-Resolution via State Space Models | Jan 1, 2025 | MambaState Space Models | —Unverified | 0 | 0 |
| Comba: Improving Bilinear RNNs with Closed-loop Control | Jun 3, 2025 | MambaManagement | —Unverified | 0 | 0 |
| Evaluating Time-Series Training Dataset through Lens of Spectrum in Deep State Space Models | Aug 29, 2024 | State Space ModelsTime Series | —Unverified | 0 | 0 |
| Estimation of black bear abundance by management zone in Wisconsin | May 22, 2019 | ManagementState Space Models | —Unverified | 0 | 0 |
| Entropy Analysis of Financial Time Series | Jul 25, 2018 | State Space ModelsTime Series | —Unverified | 0 | 0 |
| CMamba: Learned Image Compression with State Space Models | Feb 7, 2025 | Image CompressionState Space Models | —Unverified | 0 | 0 |
| A Survey on Mamba Architecture for Vision Applications | Feb 11, 2025 | Mambaobject-detection | —Unverified | 0 | 0 |
| A Survey of Transformer Enabled Time Series Synthesis | Jun 4, 2024 | State Space ModelsSurvey | —Unverified | 0 | 0 |
| Clustering Time Series with Nonlinear Dynamics: A Bayesian Non-Parametric and Particle-Based Approach | Oct 23, 2018 | Bayesian InferenceClustering | —Unverified | 0 | 0 |
| A study on fault diagnosis in nonlinear dynamic systems with uncertainties | Sep 6, 2023 | Fault DetectionFault Diagnosis | —Unverified | 0 | 0 |
| Enhanced Prediction of Multi-Agent Trajectories via Control Inference and State-Space Dynamics | Aug 8, 2024 | MambaState Space Models | —Unverified | 0 | 0 |
| Empirical Evaluation of Knowledge Distillation from Transformers to Subquadratic Language Models | Apr 19, 2025 | Knowledge DistillationState Space Models | —Unverified | 0 | 0 |
| Closed-form Inference and Prediction in Gaussian Process State-Space Models | Dec 10, 2018 | FormState Space Models | —Unverified | 0 | 0 |
| A State Space Approach for Piecewise-Linear Recurrent Neural Networks for Reconstructing Nonlinear Dynamics from Neural Measurements | Dec 23, 2016 | State Space ModelsTime Series | —Unverified | 0 | 0 |
| Embedding Information onto a Dynamical System | May 22, 2021 | State Space Models | —Unverified | 0 | 0 |
| Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models | Jun 6, 2024 | Anomaly DetectionMamba | —Unverified | 0 | 0 |
| Element-wise Attention Is All You Need | Jan 10, 2025 | AllState Space Models | —Unverified | 0 | 0 |
| Chimera: A Block-Based Neural Architecture Search Framework for Event-Based Object Detection | Dec 27, 2024 | Human DetectionNeural Architecture Search | —Unverified | 0 | 0 |
| Efficient variational approximations for state space models | Oct 20, 2022 | State Space Models | —Unverified | 0 | 0 |
| Efficient Unstructured Pruning of Mamba State-Space Models for Resource-Constrained Environments | May 13, 2025 | MambaState Space Models | —Unverified | 0 | 0 |
| A State Alignment-Centric Approach to Federated System Identification: The FedAlign Framework | Mar 15, 2025 | Federated LearningState Space Models | —Unverified | 0 | 0 |
| A Dynamically Controlled Recurrent Neural Network for Modeling Dynamical Systems | Oct 31, 2019 | State Space Models | —Unverified | 0 | 0 |
| A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers | Dec 15, 2024 | Computational EfficiencyDynamic graph embedding | —Unverified | 0 | 0 |
| Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems | Mar 24, 2025 | Computational EfficiencyGaussian Processes | —Unverified | 0 | 0 |
| Pamba: Enhancing Global Interaction in Point Clouds via State Space Model | Jun 25, 2024 | 3D Semantic SegmentationMamba | —Unverified | 0 | 0 |
| Efficient Time Series Processing for Transformers and State-Space Models through Token Merging | May 28, 2024 | State Space ModelsTime Series | —Unverified | 0 | 0 |
| Machine Learning Models for Dengue Forecasting in Singapore | Jun 29, 2024 | State Space Models | —Unverified | 0 | 0 |
| Lyra: An Efficient and Expressive Subquadratic Architecture for Modeling Biological Sequences | Mar 20, 2025 | PredictionProperty Prediction | —Unverified | 0 | 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 | 0 |
| LoRA-Mixer: Coordinate Modular LoRA Experts Through Serial Attention Routing | Jun 17, 2025 | ARCCoLA | —Unverified | 0 | 0 |
| Look Every Frame All at Once: Video-Ma^2mba for Efficient Long-form Video Understanding with Multi-Axis Gradient Checkpointing | Nov 29, 2024 | AllForm | —Unverified | 0 | 0 |
| Efficient Learning of the Parameters of Non-Linear Models using Differentiable Resampling in Particle Filters | Nov 2, 2021 | State Space Models | —Unverified | 0 | 0 |
| LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory | Apr 17, 2024 | Computational EfficiencyLanguage Modeling | —Unverified | 0 | 0 |
| LongSSM: On the Length Extension of State-space Models in Language Modelling | Jun 4, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Efficient learning of hidden state LTI state space models of unknown order | Feb 3, 2022 | State Space Models | —Unverified | 0 | 0 |
| Efficient Image Compression Using Advanced State Space Models | Sep 4, 2024 | Computational EfficiencyImage Compression | —Unverified | 0 | 0 |
| Long-Context State-Space Video World Models | May 26, 2025 | Computational EfficiencyMinecraft | —Unverified | 0 | 0 |
| Efficient Hybrid Language Model Compression through Group-Aware SSM Pruning | Apr 15, 2025 | Knowledge DistillationLanguage Modeling | —Unverified | 0 | 0 |
| Causal Discovery and Forecasting in Nonstationary Environments with State-Space Models | May 26, 2019 | Bayesian InferenceCausal Discovery | —Unverified | 0 | 0 |
| A Sparse Bayesian Deep Learning Approach for Identification of Cascaded Tanks Benchmark | Nov 15, 2019 | State Space Models | —Unverified | 0 | 0 |
| Log-Linear Attention | Jun 5, 2025 | MambaState Space Models | —Unverified | 0 | 0 |
| Efficient Estimation of State-Space Mixed-Frequency VARs: A Precision-Based Approach | Dec 21, 2021 | State Space Models | —Unverified | 0 | 0 |
| Localized active learning of Gaussian process state space models | May 4, 2020 | Active LearningModel Predictive Control | —Unverified | 0 | 0 |
| LLMs on the Line: Data Determines Loss-to-Loss Scaling Laws | Feb 17, 2025 | MambaState Space Models | —Unverified | 0 | 0 |
| Efficient Estimation of Compressible State-Space Models with Application to Calcium Signal Deconvolution | Oct 20, 2016 | compressed sensingState Estimation | —Unverified | 0 | 0 |