| Spatio-temporal graph neural networks for predictive learning in urban computing: A survey G Jin, Y Liang, Y Fang, Z Shao, J Huang, J Zhang, Y Zheng IEEE transactions on knowledge and data engineering 36 (10), 5388-5408, 2023 | 539 | 2023 |
| Spatial-temporal identity: A simple yet effective baseline for multivariate time series forecasting Z Shao, Z Zhang, F Wang, W Wei, Y Xu Proceedings of the 31st ACM international conference on information …, 2022 | 444 | 2022 |
| Decoupled dynamic spatial-temporal graph neural network for traffic forecasting Z Shao, Z Zhang, W Wei, F Wang, Y Xu, X Cao, CS Jensen arXiv preprint arXiv:2206.09112, 2022 | 421 | 2022 |
| Pre-training enhanced spatial-temporal graph neural network for multivariate time series forecasting Z Shao, Z Zhang, F Wang, Y Xu Proceedings of the 28th ACM SIGKDD conference on knowledge discovery and …, 2022 | 404 | 2022 |
| Artificial intelligence for geoscience: Progress, challenges, and perspectives T Zhao, S Wang, C Ouyang, M Chen, C Liu, J Zhang, L Yu, F Wang, Y Xie, ... The Innovation 5 (5), 2024 | 342 | 2024 |
| Exploring progress in multivariate time series forecasting: Comprehensive benchmarking and heterogeneity analysis Z Shao, F Wang, Y Xu, W Wei, C Yu, Z Zhang, D Yao, T Sun, G Jin, X Cao, ... IEEE Transactions on Knowledge and Data Engineering, 2024 | 218 | 2024 |
| Dsformer: A double sampling transformer for multivariate time series long-term prediction C Yu, F Wang, Z Shao, T Sun, L Wu, Y Xu Proceedings of the 32nd ACM international conference on information and …, 2023 | 172 | 2023 |
| Mgsfformer: A multi-granularity spatiotemporal fusion transformer for air quality prediction C Yu, F Wang, Y Wang, Z Shao, T Sun, D Yao, Y Xu Information Fusion 113, 102607, 2025 | 64 | 2025 |
| Ginar: An end-to-end multivariate time series forecasting model suitable for variable missing C Yu, F Wang, Z Shao, T Qian, Z Zhang, W Wei, Y Xu Proceedings of the 30th ACM SIGKDD conference on knowledge discovery and …, 2024 | 57 | 2024 |
| Foundation models and intelligent decision-making: Progress, challenges, and perspectives J Huang, Y Xu, Q Wang, QC Wang, X Liang, F Wang, Z Zhang, W Wei, ... The Innovation, 2025 | 48 | 2025 |
| Efficient large-scale traffic forecasting with transformers: A spatial data management perspective Y Fang, Y Liang, B Hui, Z Shao, L Deng, X Liu, X Jiang, K Zheng Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and …, 2025 | 41 | 2025 |
| Heterogeneous graph neural network with multi-view representation learning Z Shao, Y Xu, W Wei, F Wang, Z Zhang, F Zhu IEEE Transactions on Knowledge and Data Engineering 35 (11), 11476-11488, 2022 | 40 | 2022 |
| Dynamic frequency domain graph convolutional network for traffic forecasting Y Li, Z Shao, Y Xu, Q Qiu, Z Cao, F Wang ICASSP 2024-2024 IEEE International Conference on Acoustics, Speech and …, 2024 | 31 | 2024 |
| Basicts: An open source fair multivariate time series prediction benchmark Y Liang, Z Shao, F Wang, Z Zhang, T Sun, Y Xu International symposium on benchmarking, measuring and optimization, 87-101, 2022 | 30 | 2022 |
| GinAR+: A Robust End-To-End Framework for Multivariate Time Series Forecasting with Missing Values C Yu, F Wang, Z Shao, T Qian, Z Zhang, W Wei, Z An, Q Wang, Y Xu IEEE Transactions on Knowledge and Data Engineering, 2025 | 21 | 2025 |
| Trajectory-user link with attention recurrent networks T Sun, Y Xu, F Wang, L Wu, T Qian, Z Shao 2020 25th International Conference on Pattern Recognition (ICPR), 4589-4596, 2021 | 19 | 2021 |
| Hutformer: Hierarchical u-net transformer for long-term traffic forecasting Z Shao, F Wang, T Sun, C Yu, Y Fang, G Jin, Z An, Y Liu, X Qu, Y Xu Communications in Transportation Research 5, 100218, 2025 | 15 | 2025 |
| Blast: Balanced sampling time series corpus for universal forecasting models Z Shao, Y Li, F Wang, C Yu, Y Fu, T Qian, B Xu, B Diao, Y Xu, X Cheng Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and …, 2025 | 14 | 2025 |
| Multi-featured spatial-temporal and dynamic multi-graph convolutional network for metro passenger flow prediction C Zhao, X Li, Z Shao, HJ Yang, F Wang Connection Science 34 (1), 1252-1272, 2022 | 13 | 2022 |
| Spatial-temporal large models: A super hub linking multiple scientific areas with artificial intelligence Z Shao, T Qian, T Sun, F Wang, Y Xu The Innovation 6 (2), 2025 | 12 | 2025 |
Yongjun Xu（徐勇军）Institute of Computing Technology, CASVerified email at ict.ac.cn
