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Neural Operator with Regularity Structure for Modeling Dynamics Driven by SPDEs


Apr 14, 2022
Peiyan Hu, Qi Meng, Bingguang Chen, Shiqi Gong, Yue Wang, Wei Chen, Rongchan Zhu, Zhi-Ming Ma, Tie-Yan Liu


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Incorporating NODE with Pre-trained Neural Differential Operator for Learning Dynamics


Jun 09, 2021
Shiqi Gong, Qi Meng, Yue Wang, Lijun Wu, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu

* 15 pages, 12 figures, 3 tables 

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Dynamic of Stochastic Gradient Descent with State-Dependent Noise


Jul 06, 2020
Qi Meng, Shiqi Gong, Wei Chen, Zhi-Ming Ma, Tie-Yan Liu


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