| Accelerating Toeplitz Neural Network with Constant-time Inference Complexity | Nov 15, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Generative learning for nonlinear dynamics | Nov 7, 2023 | Learning TheoryState Space Models | —Unverified | 0 |
| Convolutional State Space Models for Long-Range Spatiotemporal Modeling | Oct 30, 2023 | MinecraftState Space Models | CodeCode Available | 1 |
| Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions | Oct 28, 2023 | State Space Models | CodeCode Available | 2 |
| An adaptive ensemble filter for heavy-tailed distributions: tuning-free inflation and localization | Oct 12, 2023 | State Space Models | CodeCode Available | 0 |
| S4Sleep: Elucidating the design space of deep-learning-based sleep stage classification models | Oct 10, 2023 | Sleep StagingState Space Models | CodeCode Available | 1 |
| Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven Priors | Oct 4, 2023 | DenoisingState Space Models | CodeCode Available | 1 |
| Robustifying State-space Models for Long Sequences via Approximate Diagonalization | Oct 2, 2023 | Computational EfficiencyState Space Models | —Unverified | 0 |
| Scaling Representation Learning from Ubiquitous ECG with State-Space Models | Sep 26, 2023 | Representation LearningState Space Models | CodeCode Available | 1 |
| State-space Models with Layer-wise Nonlinearity are Universal Approximators with Exponential Decaying Memory | Sep 23, 2023 | State Space Models | CodeCode Available | 1 |
| 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 |
| Towards Efficient Modeling and Inference in Multi-Dimensional Gaussian Process State-Space Models | Sep 3, 2023 | Gaussian ProcessesState Space Models | CodeCode Available | 1 |
| Towards quantitative precision for ECG analysis: Leveraging state space models, self-supervision and patient metadata | Aug 29, 2023 | BenchmarkingDiagnostic | CodeCode Available | 1 |
| 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 |
| Structured State Space Models for Multiple Instance Learning in Digital Pathology | Jun 27, 2023 | Multiple Instance LearningState Space Models | CodeCode Available | 1 |
