| TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis H Wu, T Hu, Y Liu, H Zhou, J Wang, M Long International Conference on Learning Representations (ICLR), 2022 | 1179 | 2022 |
| iTransformer: Inverted Transformers Are Effective for Time Series Forecasting Y Liu, T Hu, H Zhang, H Wu, S Wang, L Ma, M Long International Conference on Learning Representations (ICLR), 2023 | 749 | 2023 |
| Non-Stationary Transformers: Exploring the Stationarity in Time Series Forecasting Y Liu, H Wu, J Wang, M Long Advances in Neural Information Processing Systems 35, 9881-9893, 2022 | 590 | 2022 |
| Logme: Practical Assessment of Pre-trained Models for Transfer Learning K You, Y Liu, J Wang, M Long International Conference on Machine Learning, 12133-12143, 2021 | 218 | 2021 |
| Koopa: Learning Non-Stationary Time Series Dynamics with Koopman Predictors Y Liu, C Li, J Wang, M Long Advances in Neural Information Processing Systems 36, 2024 | 111 | 2024 |
| Timer: Generative Pre-trained Transformers Are Large Time Series Models Y Liu, H Zhang, C Li, X Huang, J Wang, M Long Forty-first International Conference on Machine Learning, 2024 | 80* | 2024 |
| AutoTimes: Autoregressive Time Series Forecasters via Large Language Models Y Liu, G Qin, X Huang, J Wang, M Long arXiv preprint arXiv:2402.02370, 2024 | 44 | 2024 |
| Deep Time Series Models: A Comprehensive Survey and Benchmark Y Wang, H Wu, J Dong, Y Liu, M Long, J Wang arXiv preprint arXiv:2407.13278, 2024 | 42 | 2024 |
| TimeXer: Empowering Transformers for Time Series Forecasting with Exogenous Variables Y Wang, H Wu, J Dong, Y Liu, Y Qiu, H Zhang, J Wang, M Long arXiv preprint arXiv:2402.19072, 2024 | 42 | 2024 |
| Ranking and Tuning Pre-trained Models: A New Paradigm for Exploiting Model Hubs K You, Y Liu, Z Zhang, J Wang, MI Jordan, M Long Journal of Machine Learning Research 23 (209), 1-47, 2022 | 34 | 2022 |
| Timer-XL: Long-Context Transformers for Unified Time Series Forecasting Y Liu, G Qin, X Huang, J Wang, M Long arXiv preprint arXiv:2410.04803, 2024 | 2 | 2024 |
| TimesBERT: A BERT-Style Foundation Model for Time Series Understanding H Zhang, Y Liu, Y Qiu, H Liu, Z Pei, J Wang, M Long arXiv preprint arXiv:2502.21245, 2025 | | 2025 |
| Sundial: A Family of Highly Capable Time Series Foundation Models Y Liu, G Qin, Z Shi, Z Chen, C Yang, X Huang, J Wang, M Long arXiv preprint arXiv:2502.00816, 2025 | | 2025 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting W Yue, Y Liu, X Ying, B Xing, R Guo, J Shi arXiv preprint arXiv:2501.13989, 2025 | | 2025 |
Mingsheng LongAssociate Professor, Tsinghua UniversityVerified email at tsinghua.edu.cn
