| Maximum likelihood recursive state estimation in state-space models: A new approach based on statistical analysis of incomplete data | Nov 9, 2022 | State EstimationState Space Models | —Unverified | 0 |
| Ensemble transport smoothing. Part II: Nonlinear updates | Oct 31, 2022 | Bayesian InferenceState Space Models | CodeCode Available | 0 |
| Ensemble transport smoothing. Part I: Unified framework | Oct 31, 2022 | Bayesian InferenceComputational Efficiency | CodeCode Available | 0 |
| Efficient variational approximations for state space models | Oct 20, 2022 | State Space Models | —Unverified | 0 |
| Modelling Emotion Dynamics in Song Lyrics with State Space Models | Oct 17, 2022 | Emotion RecognitionMusic Emotion Recognition | —Unverified | 0 |
| On Uncertainty in Deep State Space Models for Model-Based Reinforcement Learning | Oct 17, 2022 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Marginalized particle Gibbs for multiple state-space models coupled through shared parameters | Oct 13, 2022 | Bayesian InferenceState Space Models | —Unverified | 0 |
| Fast Estimation of Bayesian State Space Models Using Amortized Simulation-Based Inference | Oct 13, 2022 | Inductive BiasState Space Models | —Unverified | 0 |
| S4ND: Modeling Images and Videos as Multidimensional Signals Using State Spaces | Oct 12, 2022 | Inductive BiasState Space Models | —Unverified | 0 |
| Outlier-Insensitive Kalman Filtering Using NUV Priors | Oct 12, 2022 | State Space Models | CodeCode Available | 0 |
| Direct identification of continuous-time linear switched state-space models | Oct 4, 2022 | State Space Models | —Unverified | 0 |
| Counter-Adversarial Learning with Inverse Unscented Kalman Filter | Oct 1, 2022 | State Space Models | —Unverified | 0 |
| Liquid Structural State-Space Models | Sep 26, 2022 | Heart rate estimationLong-range modeling | CodeCode Available | 2 |
| Neural State-Space Modeling with Latent Causal-Effect Disentanglement | Sep 26, 2022 | DisentanglementState Space Models | CodeCode Available | 0 |
| Mega: Moving Average Equipped Gated Attention | Sep 21, 2022 | Image ClassificationInductive Bias | CodeCode Available | 2 |
| Time Series Clustering with an EM algorithm for Mixtures of Linear Gaussian State Space Models | Aug 25, 2022 | ClusteringModel Selection | CodeCode Available | 0 |
| A physics-based domain adaptation framework for modelling and forecasting building energy systems | Aug 19, 2022 | Domain Adaptationenergy management | —Unverified | 0 |
| Diffusion-based Time Series Imputation and Forecasting with Structured State Space Models | Aug 19, 2022 | ImputationMissing Values | CodeCode Available | 2 |
| Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models | Aug 12, 2022 | Gaussian Processesregression | CodeCode Available | 0 |
| Simplified State Space Layers for Sequence Modeling | Aug 9, 2022 | Computational EfficiencyListOps | CodeCode Available | 2 |
| fMRI-S4: learning short- and long-range dynamic fMRI dependencies using 1D Convolutions and State Space Models | Aug 8, 2022 | BenchmarkingState Space Models | CodeCode Available | 0 |
| Unsupervised learning of observation functions in state-space models by nonparametric moment methods | Jul 12, 2022 | State Space Models | —Unverified | 0 |
| Hidden Parameter Recurrent State Space Models For Changing Dynamics Scenarios | Jun 29, 2022 | State Space ModelsTime Series | CodeCode Available | 0 |
| Long Range Language Modeling via Gated State Spaces | Jun 27, 2022 | ArticlesLanguage Modeling | CodeCode Available | 0 |
| Learning neural state-space models: do we need a state estimator? | Jun 26, 2022 | State EstimationState Space Models | CodeCode Available | 1 |