| Learning Differentiable Particle Filter on the Fly | Dec 10, 2023 | Bayesian InferenceObject Tracking | CodeCode Available | 0 |
| Enhancing data-limited assessments with random effects: A case study on Korea chub mackerel (Scomber japonicus) | Dec 4, 2023 | State Space Models | CodeCode Available | 0 |
| Generative learning for nonlinear dynamics | Nov 7, 2023 | Learning TheoryState Space Models | —Unverified | 0 |
| An adaptive ensemble filter for heavy-tailed distributions: tuning-free inflation and localization | Oct 12, 2023 | State Space Models | CodeCode Available | 0 |
| Robustifying State-space Models for Long Sequences via Approximate Diagonalization | Oct 2, 2023 | Computational EfficiencyState Space Models | —Unverified | 0 |
| Reachability Analysis of ARMAX Models | Sep 21, 2023 | State Space Modelsvalid | —Unverified | 0 |
| Sampling-Free Probabilistic Deep State-Space Models | Sep 15, 2023 | State Space Models | —Unverified | 0 |
| Out of Distribution Detection via Domain-Informed Gaussian Process State Space Models | Sep 13, 2023 | NavigateOut-of-Distribution Detection | —Unverified | 0 |
| Relative representations for cognitive graphs | Sep 9, 2023 | State Space Models | CodeCode Available | 0 |
| Spiking Structured State Space Model for Monaural Speech Enhancement | Sep 7, 2023 | Speech EnhancementState Space Models | —Unverified | 0 |
| A study on fault diagnosis in nonlinear dynamic systems with uncertainties | Sep 6, 2023 | Fault DetectionFault Diagnosis | —Unverified | 0 |
| Multi-Response Heteroscedastic Gaussian Process Models and Their Inference | Aug 29, 2023 | regressionState Space Models | —Unverified | 0 |
| Stabilizing RNN Gradients through Pre-training | Aug 23, 2023 | State Space Models | —Unverified | 0 |
| Universality of Linear Recurrences Followed by Non-linear Projections: Finite-Width Guarantees and Benefits of Complex Eigenvalues | Jul 21, 2023 | Computational EfficiencyMamba | —Unverified | 0 |
| Graphs in State-Space Models for Granger Causality in Climate Science | Jul 20, 2023 | EconometricsState Space Models | —Unverified | 0 |
| Meta-State-Space Learning: An Identification Approach for Stochastic Dynamical Systems | Jul 13, 2023 | State Space Models | CodeCode Available | 0 |
| Sparse Graphical Linear Dynamical Systems | Jul 6, 2023 | Earth ObservationState Space Models | —Unverified | 0 |
| Why are state-space models more expressive than n-gram models? | Jun 20, 2023 | MambaMemorization | —Unverified | 0 |
| A Recursive Newton Method for Smoothing in Nonlinear State Space Models | Jun 15, 2023 | State Space Models | —Unverified | 0 |
| Block-State Transformers | Jun 15, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Deep Gaussian Markov Random Fields for Graph-Structured Dynamical Systems | Jun 14, 2023 | State EstimationState Space Models | —Unverified | 0 |
| A Quantitative Review on Language Model Efficiency Research | May 28, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Multi-Head State Space Model for Speech Recognition | May 21, 2023 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Variational Nonlinear Kalman Filtering with Unknown Process Noise Covariance | May 6, 2023 | Bayesian InferenceState Estimation | —Unverified | 0 |
| Cheap and Deterministic Inference for Deep State-Space Models of Interacting Dynamical Systems | May 2, 2023 | Autonomous DrivingState Space Models | CodeCode Available | 0 |
| Neural State-Space Models: Empirical Evaluation of Uncertainty Quantification | Apr 13, 2023 | Deep LearningState Space Models | CodeCode Available | 0 |
| Initialization Approach for Nonlinear State-Space Identification via the Subspace Encoder Approach | Apr 4, 2023 | State Space Models | —Unverified | 0 |
| Learning Stable and Robust Linear Parameter-Varying State-Space Models | Apr 4, 2023 | State Space Models | —Unverified | 0 |
| Computationally efficient predictive control based on ANN state-space models | Mar 30, 2023 | Model Predictive ControlState Space Models | —Unverified | 0 |
| Maximum likelihood smoothing estimation in state-space models: An incomplete-information based approach | Mar 29, 2023 | State Space Models | —Unverified | 0 |
| Inverse Cubature and Quadrature Kalman filters | Mar 18, 2023 | Numerical IntegrationState Space Models | —Unverified | 0 |
| Variational Gaussian filtering via Wasserstein gradient flows | Mar 11, 2023 | parameter estimationState Space Models | CodeCode Available | 0 |
| Time series anomaly detection with reconstruction-based state-space models | Mar 6, 2023 | Anomaly DetectionDecoder | CodeCode Available | 0 |
| Fast Randomized Subspace System Identification for Large I/O Data | Mar 2, 2023 | State Space Modelssubspace methods | —Unverified | 0 |
| PlaNet-ClothPick: Effective Fabric Flattening Based on Latent Dynamic Planning | Mar 2, 2023 | State Space Models | —Unverified | 0 |
| Auxiliary MCMC and particle Gibbs samplers for parallelisable inference in latent dynamical systems | Mar 1, 2023 | State Space Models | CodeCode Available | 0 |
| Differentiable Bootstrap Particle Filters for Regime-Switching Models | Feb 20, 2023 | State Space Models | —Unverified | 0 |
| Free-Form Variational Inference for Gaussian Process State-Space Models | Feb 20, 2023 | FormState Space Models | CodeCode Available | 0 |
| High-Dimensional Conditionally Gaussian State Space Models with Missing Data | Feb 7, 2023 | State Space ModelsVocal Bursts Intensity Prediction | —Unverified | 0 |
| BSSAD: Towards A Novel Bayesian State-Space Approach for Anomaly Detection in Multivariate Time Series | Jan 30, 2023 | Anomaly DetectionState Space Models | —Unverified | 0 |
| Sequential Estimation of Gaussian Process-based Deep State-Space Models | Jan 29, 2023 | Gaussian ProcessesState Space Models | —Unverified | 0 |
| Towards Flexibility and Interpretability of Gaussian Process State-Space Model | Jan 21, 2023 | State Space ModelsVariational Inference | CodeCode Available | 0 |
| Towards AI-controlled FES-restoration of arm movements: Controlling for progressive muscular fatigue with Gaussian state-space models | Jan 10, 2023 | Reinforcement Learning (RL)State Space Models | —Unverified | 0 |
| Graph state-space models | Jan 4, 2023 | DecoderState Space Models | —Unverified | 0 |
| Tracking Brand-Associated Polarity-Bearing Topics in User Reviews | Jan 3, 2023 | Meta-LearningState Space Models | CodeCode Available | 0 |
| State and parameter learning with PaRIS particle Gibbs | Jan 2, 2023 | State Space Models | —Unverified | 0 |
| PAC-Bayesian-Like Error Bound for a Class of Linear Time-Invariant Stochastic State-Space Models | Dec 30, 2022 | EconometricsState Space Models | —Unverified | 0 |
| The Ordered Matrix Dirichlet for State-Space Models | Dec 8, 2022 | State Space Models | CodeCode Available | 0 |
| The Past Does Matter: Correlation of Subsequent States in Trajectory Predictions of Gaussian Process Models | Nov 20, 2022 | Gaussian ProcessesState Space Models | —Unverified | 0 |
| Meta-Learning of Neural State-Space Models Using Data From Similar Systems | Nov 14, 2022 | Meta-LearningState Space Models | —Unverified | 0 |