| MultiRocket: Multiple pooling operators and transformations for fast and effective time series classification | Jan 31, 2021 | DiversityGeneral Classification | CodeCode Available | 1 | 5 |
| Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting | Jan 13, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Discrete Graph Structure Learning for Forecasting Multiple Time Series | Jan 18, 2021 | Graph structure learningTime Series | CodeCode Available | 1 | 5 |
| Hierarchical forecasting with a top-down alignment of independent level forecasts | Mar 15, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 1 | 5 |
| Disentangled Sticky Hierarchical Dirichlet Process Hidden Markov Model | Apr 6, 2020 | modelTime Series | CodeCode Available | 1 | 5 |
| Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | Nov 26, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| ForecastNet: A Time-Variant Deep Feed-Forward Neural Network Architecture for Multi-Step-Ahead Time-Series Forecasting | Feb 11, 2020 | Deep LearningTime Series | CodeCode Available | 1 | 5 |
| Frequency-Masked Embedding Inference: A Non-Contrastive Approach for Time Series Representation Learning | Dec 30, 2024 | Contrastive LearningLinear evaluation | CodeCode Available | 1 | 5 |
| Aligning Time Series on Incomparable Spaces | Jun 22, 2020 | Dynamic Time WarpingImitation Learning | CodeCode Available | 1 | 5 |
| FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities | Oct 30, 2024 | Irregular Time SeriesMissing Values | CodeCode Available | 1 | 5 |
