| State-space Models with Layer-wise Nonlinearity are Universal Approximators with Exponential Decaying Memory | Sep 23, 2023 | State Space Models | CodeCode Available | 1 |
| 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 |
| Structured State Space Models for Multiple Instance Learning in Digital Pathology | Jun 27, 2023 | Multiple Instance LearningState Space Models | CodeCode Available | 1 |
| Sparse Modular Activation for Efficient Sequence Modeling | Jun 19, 2023 | ChunkingLanguage Modeling | CodeCode Available | 1 |
| A Neural State-Space Model Approach to Efficient Speech Separation | May 26, 2023 | Representation LearningSpeech Separation | CodeCode Available | 1 |
| Posterior Sampling for Deep Reinforcement Learning | Apr 30, 2023 | Computational EfficiencyDeep Reinforcement Learning | CodeCode Available | 1 |
| Effectively Modeling Time Series with Simple Discrete State Spaces | Mar 16, 2023 | State Space ModelsTime Series | CodeCode Available | 1 |
| Resurrecting Recurrent Neural Networks for Long Sequences | Mar 11, 2023 | ClassificationComputational Efficiency | CodeCode Available | 1 |
| Structured State Space Models for In-Context Reinforcement Learning | Mar 7, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |