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Layer-wise Shared Attention Network on Dynamical System Perspective


Oct 27, 2022
Zhongzhan Huang, Senwei Liang, Mingfu Liang, Weiling He, Liang Lin

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* Work in progress. arXiv admin note: text overlap with arXiv:1905.10671 

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Accelerating Numerical Solvers for Large-Scale Simulation of Dynamical System via NeurVec


Aug 07, 2022
Zhongzhan Huang, Senwei Liang, Hong Zhang, Haizhao Yang, Liang Lin

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* Technical report 

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The Lottery Ticket Hypothesis for Self-attention in Convolutional Neural Network


Jul 16, 2022
Zhongzhan Huang, Senwei Liang, Mingfu Liang, Wei He, Haizhao Yang, Liang Lin

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* Technical report. arXiv admin note: text overlap with arXiv:2011.14058 

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Finite Expression Method for Solving High-Dimensional Partial Differential Equations


Jun 21, 2022
Senwei Liang, Haizhao Yang

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Stationary Density Estimation of It么 Diffusions Using Deep Learning


Sep 09, 2021
Yiqi Gu, John Harlim, Senwei Liang, Haizhao Yang

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AlterSGD: Finding Flat Minima for Continual Learning by Alternative Training


Jul 13, 2021
Zhongzhan Huang, Mingfu Liang, Senwei Liang, Wei He

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Blending Pruning Criteria for Convolutional Neural Networks


Jul 11, 2021
Wei He, Zhongzhan Huang, Mingfu Liang, Senwei Liang, Haizhao Yang

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Solving PDEs on Unknown Manifolds with Machine Learning


Jun 12, 2021
Senwei Liang, Shixiao W. Jiang, John Harlim, Haizhao Yang

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Reproducing Activation Function for Deep Learning


Jan 13, 2021
Senwei Liang, Liyao Lyu, Chunmei Wang, Haizhao Yang

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Quantifying spatial homogeneity of urban road networks via graph neural networks


Jan 01, 2021
Jiawei Xue, Nan Jiang, Senwei Liang, Qiyuan Pang, Satish V. Ukkusuri, Jianzhu Ma

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* 22 pages, 5 figures 

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