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



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



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


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Optimizing Information-theoretical Generalization Bounds via Anisotropic Noise in SGLD



Bohan Wang , Huishuai Zhang , Jieyu Zhang , Qi Meng , Wei Chen , Tie-Yan Liu

* Accepted by Neurips 2021 

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Equivariant vector field network for many-body system modeling



Weitao Du , He Zhang , Yuanqi Du , Qi Meng , Wei Chen , Bin Shao , Tie-Yan Liu


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Momentum Doesn't Change the Implicit Bias



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


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R-Drop: Regularized Dropout for Neural Networks



Xiaobo Liang , Lijun Wu , Juntao Li , Yue Wang , Qi Meng , Tao Qin , Wei Chen , Min Zhang , Tie-Yan Liu


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PriorGrad: Improving Conditional Denoising Diffusion Models with Data-Driven Adaptive Prior



Sang-gil Lee , Heeseung Kim , Chaehun Shin , Xu Tan , Chang Liu , Qi Meng , Tao Qin , Wei Chen , Sungroh Yoon , Tie-Yan Liu

* 16 pages, 5 figures, 7 tables. Audio samples: https://speechresearch.github.io/priorgrad/ 

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



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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