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Zheng Liang
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Year
Auto-CASH: A meta-learning embedding approach for autonomous classification algorithm selection
T Mu, H Wang, C Wang, Z Liang, X Shao
Information Sciences 591, 344-364, 2022
282022
Industrial time series determinative anomaly detection based on constraint hypergraph
Z Liang, H Wang, X Ding, T Mu
Knowledge-Based Systems 233, 107548, 2021
222021
Tsc-automl: Meta-learning for automatic time series classification algorithm selection
T Mu, H Wang, S Zheng, Z Liang, C Wang, X Shao, Z Liang
2023 IEEE 39th International Conference on Data Engineering (ICDE), 1032-1044, 2023
122023
A shapelet-based framework for unsupervised multivariate time series representation learning
Z Liang, J Zhang, C Liang, H Wang, Z Liang, L Pan
arXiv preprint arXiv:2305.18888, 2023
112023
Contrastive shapelet learning for unsupervised multivariate time series representation learning
Z Liang, J Zhang, C Liang, H Wang, Z Liang, L Pan
arXiv preprint arXiv:2305.18888, 2023
72023
Sequential or jumping: Context-adaptive response generation for open-domain dialogue systems
Y Ling, Z Liang, T Wang, F Cai, H Chen
Applied Intelligence 53 (9), 11251-11266, 2023
62023
Units: A universal time series analysis framework powered by self-supervised representation learning
Z Liang, C Liang, Z Liang, H Wang, B Zheng
Companion of the 2024 International Conference on Management of Data, 480-483, 2024
52024
TimeCSL: Unsupervised contrastive learning of general shapelets for explorable time series analysis
Z Liang, C Liang, Z Liang, H Wang, B Zheng
arXiv preprint arXiv:2404.05057, 2024
52024
Tailoring the Shapley Value for In-Context Example Selection Towards Data Wrangling
Z Liang, H Wang, X Ding, Z Liang, C Liang, Y Tang, J Qi
2025 IEEE 41st International Conference on Data Engineering (ICDE), 2281-2294, 2025
22025
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning
C Liang, D Yang, Z Liang, H Wang, Z Liang, X Zhang, J Huang
arXiv preprint arXiv:2312.05698, 2023
22023
AlphaZero Gomoku
W Liang, C Yu, B Whiteaker, I Huh, H Shao, Y Liang
arXiv preprint arXiv:2309.01294, 2023
22023
Time Series Data Quality Enhancing Based on Pattern Alignment
J Huang, H Chen, H Wang, J Feng, L Peng, Z Liang, H Wang, T Fan, T Yu
International Conference on Database Systems for Advanced Applications, 363-375, 2022
22022
FedDict: Towards Practical Federated Dictionary-Based Time Series Classification
Z Liang, Z Liang, H Wang, B Zheng
IEEE Transactions on Knowledge and Data Engineering, 2025
12025
Revisiting Data Analysis with Pre-trained Foundation Models
C Liang, D Yang, Z Liang, Z Liang, T Zhang, B Xiao, Y Yang, W Wang, ...
arXiv preprint arXiv:2501.01631, 2025
12025
Hyper-parameter Recommendation for Truth Discovery
S Chen, X Ding, Z Liang, Y Tang, H Wang
International Conference on Database Systems for Advanced Applications, 277-292, 2024
12024
预训练语言模型实体匹配的可解释性
梁峥, 王宏志, 戴加佳, 邵心玥, 丁小欧, 穆添愉
软件学报 34 (3), 1087-1108, 2022
12022
Auto-CASH: Autonomous Classification Algorithm Selection with Deep Q-Network
T Mu, H Wang, C Wang, Z Liang
arXiv preprint arXiv:2007.03254, 2020
12020
Revisiting data analysis with Pre-trained foundation models: C. Liang et al.
C Liang, D Yang, Z Liang, Z Liang, T Zhang, B Xiao, Y Yang, W Wang, ...
The VLDB Journal 35 (1), 10, 2026
2026
Exploring the Heterogeneity of Tabular Data: A Diversity-aware Data Generator via LLMs
Y Tang, X Ding, J Du, Z Yan, Z Ma, Z Liang, Z Qian, H Wang
arXiv preprint arXiv:2512.21915, 2025
2025
KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection
Z Liang, D Cai, C Zhang, Z Liang, C Liang, B Zheng, S Qiu, J Wang, ...
Companion of the 2025 International Conference on Management of Data, 175-178, 2025
2025
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