| Deep Time Series Models: A Comprehensive Survey and Benchmark | Jul 18, 2024 | SurveyTime Series | CodeCode Available | 11 |
| Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting | May 16, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 7 |
| Revisiting PCA for time series reduction in temporal dimension | Dec 27, 2024 | Computational EfficiencyDimensionality Reduction | CodeCode Available | 7 |
| Foundation Models for Time Series Analysis: A Tutorial and Survey | Mar 21, 2024 | SurveyTime Series | CodeCode Available | 7 |
| Chronos: Learning the Language of Time Series | Mar 12, 2024 | Gaussian ProcessesLanguage Modeling | CodeCode Available | 7 |
| TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables | Feb 29, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 7 |
| A decoder-only foundation model for time-series forecasting | Oct 14, 2023 | DecoderTime Series | CodeCode Available | 6 |
| iTransformer: Inverted Transformers Are Effective for Time Series Forecasting | Oct 10, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 6 |
| SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting | Aug 22, 2023 | Time SeriesTime Series Forecasting | CodeCode Available | 6 |
| AutoGluon-TimeSeries: AutoML for Probabilistic Time Series Forecasting | Aug 10, 2023 | AutoMLPhilosophy | CodeCode Available | 6 |
