| 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 |