| Probabilistic Transformer For Time Series Analysis | Dec 1, 2021 | Human motion predictionmotion prediction | —Unverified | 0 |
| Likelihood-Free Inference in State-Space Models with Unknown Dynamics | Nov 2, 2021 | State Space Models | CodeCode Available | 0 |
| Efficient Learning of the Parameters of Non-Linear Models using Differentiable Resampling in Particle Filters | Nov 2, 2021 | State Space Models | —Unverified | 0 |
| Explicit Port-Hamiltonian FEM-Models for Linear Mechanical Systems with Non-Uniform Boundary Conditions | Oct 29, 2021 | State Space Models | —Unverified | 0 |
| Iterated Block Particle Filter for High-dimensional Parameter Learning: Beating the Curse of Dimensionality | Oct 20, 2021 | State Space Models | —Unverified | 0 |
| State-Space Models Win the IEEE DataPort Competition on Post-covid Day-ahead Electricity Load Forecasting | Oct 1, 2021 | BIG-bench Machine LearningDemand Forecasting | —Unverified | 0 |
| Variational Marginal Particle Filters | Sep 30, 2021 | State Space ModelsVariational Inference | CodeCode Available | 0 |
| Non asymptotic estimation lower bounds for LTI state space models with Cramér-Rao and van Trees | Sep 17, 2021 | State Space Models | —Unverified | 0 |
| Blind Identification of State-Space Models in Physical Coordinates | Aug 19, 2021 | Audio Signal ProcessingState Space Models | —Unverified | 0 |
| Active Learning in Gaussian Process State Space Model | Jul 30, 2021 | Active Learningmodel | —Unverified | 0 |
| Self-Supervised Inference in State-Space Models | Jul 28, 2021 | Audio DenoisingDenoising | —Unverified | 0 |
| Hida-Matérn Kernel | Jul 15, 2021 | State Space Models | —Unverified | 0 |
| Predictive Control Using Learned State Space Models via Rolling Horizon Evolution | Jun 25, 2021 | Decision MakingModel-based Reinforcement Learning | —Unverified | 0 |
| Basis transform in switched linear system state-space models from input-output data | Jun 21, 2021 | State Space Models | —Unverified | 0 |
| Generalized AdaGrad (G-AdaGrad) and Adam: A State-Space Perspective | May 31, 2021 | BIG-bench Machine LearningState Space Models | —Unverified | 0 |
| Unbiased Estimation of the Gradient of the Log-Likelihood for a Class of Continuous-Time State-Space Models | May 24, 2021 | parameter estimationState Space Models | —Unverified | 0 |
| Embedding Information onto a Dynamical System | May 22, 2021 | State Space Models | —Unverified | 0 |
| PNLSS Toolbox 1.0 | May 18, 2021 | State Space Models | —Unverified | 0 |
| Hardware Synthesis of State-Space Equations; Application to FPGA Implementation of Shallow and Deep Neural Networks | May 15, 2021 | speech-recognitionSpeech Recognition | CodeCode Available | 0 |
| Stochastic Recurrent Neural Network for Multistep Time Series Forecasting | Apr 26, 2021 | State Space ModelsTime Series | —Unverified | 0 |
| Viking: Variational Bayesian Variance Tracking | Apr 16, 2021 | State Space ModelsTime Series | —Unverified | 0 |
| Improved Initialization of State-Space Artificial Neural Networks | Mar 26, 2021 | State Space Models | —Unverified | 0 |
| PAC-Bayesian theory for stochastic LTI systems | Mar 23, 2021 | BIG-bench Machine LearningState Space Models | —Unverified | 0 |
| Smoothing-Averse Control: Covertness and Privacy from Smoothers | Mar 23, 2021 | State Space Models | —Unverified | 0 |
| The Level Set Kalman Filter for State Estimation of Continuous-discrete Systems | Mar 20, 2021 | State EstimationState Space Models | CodeCode Available | 0 |
| Lossless compression with state space models using bits back coding | Mar 18, 2021 | State Space ModelsTime Series | CodeCode Available | 0 |
| Online Joint State Inference and Learning of Partially Unknown State-Space Models | Feb 15, 2021 | State Space Models | —Unverified | 0 |
| Regret-Optimal Filtering for Prediction and Estimation | Jan 25, 2021 | PredictionState Space Models | CodeCode Available | 0 |
| Method for estimating hidden structures determined by unidentifiable state-space models and time-series data based on the Groebner basis | Dec 22, 2020 | State Space ModelsTime Series | —Unverified | 0 |
| Variational State and Parameter Estimation | Dec 14, 2020 | parameter estimationState Space Models | —Unverified | 0 |
| At the Intersection of Deep Sequential Model Framework and State-space Model Framework: Study on Option Pricing | Dec 14, 2020 | modelState Space Models | —Unverified | 0 |
| Quantification of mismatch error in randomly switching linear state-space models | Dec 8, 2020 | State Space Models | —Unverified | 0 |
| Variational System Identification for Nonlinear State-Space Models | Dec 8, 2020 | parameter estimationState Space Models | —Unverified | 0 |
| Variational Autoencoders for Learning Nonlinear Dynamics of Physical Systems | Dec 7, 2020 | State Space Models | —Unverified | 0 |
| Normalizing Kalman Filters for Multivariate Time Series Analysis | Dec 1, 2020 | Deep LearningState Space Models | —Unverified | 0 |
| Physics-Informed Neural State Space Models via Learning and Evolution | Nov 26, 2020 | Model SelectionState Space Models | —Unverified | 0 |
| Experimental assessment of polynomial nonlinear state-space and nonlinear-mode models for near-resonant vibrations | Nov 17, 2020 | Cantilever BeamState Space Models | —Unverified | 0 |
| Generating Series for Networks of Chen-Fliess Series | Oct 31, 2020 | State Space Models | —Unverified | 0 |
| A Systematic Comparison of Forecasting for Gross Domestic Product in an Emergent Economy | Oct 26, 2020 | Decision MakingState Space Models | —Unverified | 0 |
| State space models for building control: how deep should you go? | Oct 23, 2020 | Model Predictive ControlState Space Models | —Unverified | 0 |
| Ensemble Kalman Variational Objectives: Nonlinear Latent Trajectory Inference with A Hybrid of Variational Inference and Ensemble Kalman Filter | Oct 17, 2020 | DiversityState Space Models | CodeCode Available | 0 |
| Dreaming: Model-based Reinforcement Learning by Latent Imagination without Reconstruction | Jul 29, 2020 | Contrastive LearningData Augmentation | —Unverified | 0 |
| Hierarchical Control of Multi-Agent Systems using Online Reinforcement Learning | Jul 28, 2020 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Variational State-Space Models for Localisation and Dense 3D Mapping in 6 DoF | Jun 17, 2020 | Bayesian InferenceState Space Models | —Unverified | 0 |
| Stanza: A Nonlinear State Space Model for Probabilistic Inference in Non-Stationary Time Series | Jun 11, 2020 | Deep LearningState Space Models | —Unverified | 0 |
| Neural Physicist: Learning Physical Dynamics from Image Sequences | Jun 9, 2020 | Representation LearningState Space Models | —Unverified | 0 |
| Structured Variational Inference in Partially Observable Unstable Gaussian Process State Space Models | Jun 8, 2020 | State Space ModelsVariational Inference | —Unverified | 0 |
| Pairs Trading with Nonlinear and Non-Gaussian State Space Models | May 19, 2020 | State Space Models | —Unverified | 0 |
| Localized active learning of Gaussian process state space models | May 4, 2020 | Active LearningModel Predictive Control | —Unverified | 0 |
| Active inference on discrete state-spaces: a synthesis | Mar 28, 2020 | Decision MakingState Space Models | —Unverified | 0 |