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Provable Adaptivity in Adam


Aug 21, 2022
Bohan Wang, Yushun Zhang, Huishuai Zhang, Qi Meng, Zhi-Ming Ma, Tie-Yan Liu, Wei Chen


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Improved OOD Generalization via Conditional Invariant Regularizer


Jul 14, 2022
Mingyang Yi, Ruoyu Wang, Jiachen Sun, Zhenguo Li, Zhi-Ming Ma


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Deep Random Vortex Method for Simulation and Inference of Navier-Stokes Equations


Jun 20, 2022
Rui Zhang, Peiyan Hu, Qi Meng, Yue Wang, Rongchan Zhu, Bingguang Chen, Zhi-Ming Ma, Tie-Yan Liu


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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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Momentum Doesn't Change the Implicit Bias


Oct 08, 2021
Bohan Wang, Qi Meng, Huishuai Zhang, Ruoyu Sun, Wei Chen, Zhi-Ming Ma


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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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Improved OOD Generalization via Adversarial Training and Pre-training


May 24, 2021
Mingyang Yi, Lu Hou, Jiacheng Sun, Lifeng Shang, Xin Jiang, Qun Liu, Zhi-Ming Ma

* published in ICML2021 

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Reweighting Augmented Samples by Minimizing the Maximal Expected Loss


Mar 16, 2021
Mingyang Yi, Lu Hou, Lifeng Shang, Xin Jiang, Qun Liu, Zhi-Ming Ma

* published in ICLR2021 
* 14 pages 

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