no code implementations • 4 Feb 2024 • Hao Wang, Licheng Pan, Zhichao Chen, Degui Yang, Sen Zhang, Yifei Yang, Xinggao Liu, Haoxuan Li, DaCheng Tao
Time series modeling is uniquely challenged by the presence of autocorrelation in both historical and label sequences.
no code implementations • 25 May 2023 • Yuxin Huang, Hao Wang, Zhaoran Liu, Licheng Pan, Haozhe Li, Xinggao Liu
Accurate estimation of multiple quality variables is critical for building industrial soft sensor models, which have long been confronted with data efficiency and negative transfer issues.
no code implementations • 21 Feb 2023 • Licheng Pan, Hao Wang, Zhichao Chen, Yuxing Huang, Xinggao Liu
We further present a Task-aware Mixture-of-Experts framework for achieving the Pareto optimum (TMoE-P) in multi-variate soft sensor, which consists of a stacked OMoE module and a POR module.