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| DualDynamics: Synergizing Implicit and Explicit Methods for Robust Irregular Time Series Analysis | Jan 10, 2024 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Neural Rough Differential Equations for Long Time Series | Sep 17, 2020 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Generative Modeling of Regular and Irregular Time Series Data via Koopman VAEs | Oct 4, 2023 | Irregular Time SeriesTime Series | CodeCode Available | 1 |
| Generalised Interpretable Shapelets for Irregular Time Series | May 28, 2020 | Audio ClassificationIrregular Time Series | CodeCode Available | 1 |
| Path Development Network with Finite-dimensional Lie Group Representation | Apr 2, 2022 | Dimensionality ReductionIrregular Time Series | CodeCode Available | 1 |
| PYRREGULAR: A Unified Framework for Irregular Time Series, with Classification Benchmarks | May 9, 2025 | Irregular Time SeriesMissing Values | CodeCode Available | 1 |
| EXIT: Extrapolation and Interpolation-based Neural Controlled Differential Equations for Time-series Classification and Forecasting | Apr 19, 2022 | BIG-bench Machine LearningDecoder | —Unverified | 0 |
| Continuous-time Autoencoders for Regular and Irregular Time Series Imputation | Dec 27, 2023 | ImputationIrregular Time Series | —Unverified | 0 |
