| Moirai-MoE: Empowering Time Series Foundation Models with Sparse Mixture of Experts | Oct 14, 2024 | Mixture-of-ExpertsTime Series | CodeCode Available | 5 | 5 |
| Long-term Forecasting with TiDE: Time-series Dense Encoder | Apr 17, 2023 | Anomaly DetectionDecoder | CodeCode Available | 5 | 5 |
| aeon: a Python toolkit for learning from time series | Jun 20, 2024 | Anomaly DetectionModel Selection | CodeCode Available | 5 | 5 |
| Noisereduce: Domain General Noise Reduction for Time Series Signals | Dec 19, 2024 | Time Series | CodeCode Available | 5 | 5 |
| A Time Series is Worth 64 Words: Long-term Forecasting with Transformers | Nov 27, 2022 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 5 | 5 |
| TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis | Oct 21, 2024 | Anomaly DetectionImputation | CodeCode Available | 5 | 5 |
| DUET: Dual Clustering Enhanced Multivariate Time Series Forecasting | Dec 14, 2024 | Clusteringenergy management | CodeCode Available | 5 | 5 |
| TFB: Towards Comprehensive and Fair Benchmarking of Time Series Forecasting Methods | Mar 29, 2024 | BenchmarkingMultivariate Time Series Forecasting | CodeCode Available | 5 | 5 |
| Efficient Automated Deep Learning for Time Series Forecasting | May 11, 2022 | AutoMLBayesian Optimization | CodeCode Available | 4 | 5 |
| A Survey on Diffusion Models for Time Series and Spatio-Temporal Data | Apr 29, 2024 | Anomaly DetectionImputation | CodeCode Available | 4 | 5 |