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Friedrichs Learning: Weak Solutions of Partial Differential Equations via Deep Learning

Jan 14, 2021
Fan Chen, Jianguo Huang, Chunmei Wang, 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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Efficient Attention Network: Accelerate Attention by Searching Where to Plug

Nov 28, 2020
Zhongzhan Huang, Senwei Liang, Mingfu Liang, Wei He, Haizhao Yang


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Neural Network Approximation: Three Hidden Layers Are Enough

Oct 25, 2020
Zuowei Shen, Haizhao Yang, Shijun Zhang

* arXiv admin note: substantial text overlap with arXiv:2006.12231 

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Two-Layer Neural Networks for Partial Differential Equations: Optimization and Generalization Theory

Jun 28, 2020
Tao Luo, Haizhao Yang


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Deep Network Approximation with Discrepancy Being Reciprocal of Width to Power of Depth

Jun 22, 2020
Zuowei Shen, Haizhao Yang, Shijun Zhang


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Deep Network Approximation for Smooth Functions

Jan 09, 2020
Jianfeng Lu, Zuowei Shen, Haizhao Yang, Shijun Zhang


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Machine Learning for Prediction with Missing Dynamics

Oct 13, 2019
John Harlim, Shixiao W. Jiang, Senwei Liang, Haizhao Yang


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Instance Enhancement Batch Normalization: an Adaptive Regulator of Batch Noise

Aug 12, 2019
Senwei Liang, Zhongzhan Huang, Mingfu Liang, Haizhao Yang


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Error bounds for deep ReLU networks using the Kolmogorov--Arnold superposition theorem

Jun 27, 2019
Hadrien Montanelli, Haizhao Yang


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Deep Network Approximation Characterized by Number of Neurons

Jun 13, 2019
Zuowei Shen, Haizhao Yang, Shijun Zhang


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DIANet: Dense-and-Implicit Attention Network

May 25, 2019
Zhongzhan Huang, Senwei Liang, Mingfu Liang, Haizhao Yang


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CASS: Cross Adversarial Source Separation via Autoencoder

May 23, 2019
Yong Zheng Ong, Charles K. Chui, Haizhao Yang


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Generative Imaging and Image Processing via Generative Encoder

May 23, 2019
Lin Chen, Haizhao Yang


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SelectNet: Learning to Sample from the Wild for Imbalanced Data Training

May 23, 2019
Yunru Liu, Tingran Gao, Haizhao Yang


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Nonlinear Approximation via Compositions

Apr 10, 2019
Zuowei Shen, Haizhao Yang, Shijun Zhang


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Drop-Activation: Implicit Parameter Reduction and Harmonic Regularization

Nov 19, 2018
Senwei Liang, Yuehaw Khoo, Haizhao Yang


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Non-Oscillatory Pattern Learning for Non-Stationary Signals

May 22, 2018
Jieren Xu, Yitong Li, David Dunson, Ingrid Daubechies, Haizhao Yang


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Recursive Diffeomorphism-Based Regression for Shape Functions

Jul 29, 2017
Jieren Xu, Haizhao Yang, Ingrid Daubechies


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