| TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods | Mar 29, 2024 | BenchmarkingMultivariate Time Series Forecasting | CodeCode Available | 5 |
| Unified Training of Universal Time Series Forecasting Transformers | Feb 4, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 5 |
| UniRepLKNet: A Universal Perception Large-Kernel ConvNet for Audio Video Point Cloud Time-Series and Image Recognition | Jan 1, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 5 |
| Long-term Forecasting with TiDE: Time-series Dense Encoder | Apr 17, 2023 | Anomaly DetectionDecoder | CodeCode Available | 5 |
| A Time Series is Worth 64 Words: Long-term Forecasting with Transformers | Nov 27, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 5 |
| Robust Multivariate Time-Series Forecasting: Adversarial Attacks and Defense Mechanisms | Jul 19, 2022 | Adversarial AttackMultivariate Time Series Forecasting | CodeCode Available | 5 |
| MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly Detection | May 24, 2022 | Anomaly DetectionAutoML | CodeCode Available | 5 |
| On Neural Differential Equations | Feb 4, 2022 | Irregular Time SeriesSymbolic Regression | CodeCode Available | 5 |
| Sundial: A Family of Highly Capable Time Series Foundation Models | Feb 2, 2025 | Representation LearningTime Series | CodeCode Available | 4 |
| Timer-XL: Long-Context Transformers for Unified Time Series Forecasting | Oct 7, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 4 |
