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Shun Zheng

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Addressing Distribution Shift in Time Series Forecasting with Instance Normalization Flows

Jan 30, 2024
Wei Fan, Shun Zheng, Pengyang Wang, Rui Xie, Jiang Bian, Yanjie Fu

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BatteryML:An Open-source platform for Machine Learning on Battery Degradation

Oct 23, 2023
Han Zhang, Xiaofan Gui, Shun Zheng, Ziheng Lu, Yuqi Li, Jiang Bian

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Towards Foundation Models for Learning on Tabular Data

Oct 22, 2023
Han Zhang, Xumeng Wen, Shun Zheng, Wei Xu, Jiang Bian

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ProbTS: A Unified Toolkit to Probe Deep Time-series Forecasting

Oct 11, 2023
Jiawen Zhang, Xumeng Wen, Shun Zheng, Jia Li, Jiang Bian

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Learning Intra- and Inter-Cell Differences for Accurate Battery Lifespan Prediction across Diverse Conditions

Oct 11, 2023
Han Zhang, Yuqi Li, Shun Zheng, Ziheng Lu, Xiaofan Gui, Wei Xu, Jiang Bian

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Warpformer: A Multi-scale Modeling Approach for Irregular Clinical Time Series

Jun 14, 2023
Jiawen Zhang, Shun Zheng, Wei Cao, Jiang Bian, Jia Li

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UADB: Unsupervised Anomaly Detection Booster

Jun 03, 2023
Hangting Ye, Zhining Liu, Xinyi Shen, Wei Cao, Shun Zheng, Xiaofan Gui, Huishuai Zhang, Yi Chang, Jiang Bian

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Learning Differential Operators for Interpretable Time Series Modeling

Sep 03, 2022
Yingtao Luo, Chang Xu, Yang Liu, Weiqing Liu, Shun Zheng, Jiang Bian

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Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures

Jul 04, 2022
Tianping Zhang, Yizhuo Zhang, Wei Cao, Jiang Bian, Xiaohan Yi, Shun Zheng, Jian Li

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