| ETSformer: Exponential Smoothing Transformers for Time-series Forecasting | Feb 3, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| N-HiTS: Neural Hierarchical Interpolation for Time Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| FEDformer: Frequency Enhanced Decomposed Transformer for Long-term Series Forecasting | Jan 30, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| Unifying Pairwise Interactions in Complex Dynamics | Jan 28, 2022 | Causal InferenceTime Series | CodeCode Available | 2 |
| TranAD: Deep Transformer Networks for Anomaly Detection in Multivariate Time Series Data | Jan 18, 2022 | Anomaly DetectionMeta-Learning | CodeCode Available | 2 |
| NeuralProphet: Explainable Forecasting at Scale | Nov 29, 2021 | Decision MakingPhilosophy | CodeCode Available | 2 |
| Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy | Oct 6, 2021 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Probabilistic Time Series Forecasting with Implicit Quantile Networks | Jul 8, 2021 | Probabilistic Time Series ForecastingTime Series | CodeCode Available | 2 |
| Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting | Jun 24, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| Neural SDEs as Infinite-Dimensional GANs | Feb 6, 2021 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
