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Shijun Zhang  张仕俊
Shijun Zhang 张仕俊
Assistant Research Professor, Duke University
Verified email at duke.edu - Homepage
Title
Cited by
Cited by
Year
Deep network approximation for smooth functions
J Lu, Z Shen, H Yang, S Zhang
SIAM Journal on Mathematical Analysis 53 (5), 5465–5506, 2020
2182020
Deep network approximation characterized by number of neurons
Z Shen, H Yang, S Zhang
Communications in Computational Physics 28 (5), 1768-1811, 2020
1762020
Neural network approximation: Three hidden layers are enough
Z Shen, H Yang, S Zhang
Neural Networks 141, 160-173, 2021
912021
Optimal approximation rate of ReLU networks in terms of width and depth
Z Shen, H Yang, S Zhang
Journal de Mathématiques Pures et Appliquées 157, 101-135, 2022
842022
Nonlinear approximation via compositions
Z Shen, H Yang, S Zhang
Neural Networks 119, 74-84, 2019
842019
Deep network with approximation error being reciprocal of width to power of square root of depth
Z Shen, H Yang, S Zhang
Neural Computation 33 (4), 1005-1036, 2021
562021
Deep network approximation: Achieving arbitrary accuracy with fixed number of neurons
Z Shen, H Yang, S Zhang
The Journal of Machine Learning Research 23 (276), 1-60, 2022
222022
Deep network approximation for smooth functions. arXiv e-prints
J Lu, Z Shen, H Yang, S Zhang
arXiv preprint arXiv:2001.03040, 2020
182020
Deep neural network approximation via function compositions
S Zhang
PhD thesis, National University of Singapore, 2020
102020
Neural network architecture beyond width and depth
S Zhang, Z Shen, H Yang
Advances in Neural Information Processing Systems 35, 5669-5681, 2022
92022
Deep network approximation in terms of intrinsic parameters
Z Shen, H Yang, S Zhang
International Conference on Machine Learning 162, 19909-19934, 2022
42022
On enhancing expressive power via compositions of single fixed-size ReLU network
S Zhang, J Lu, H Zhao
International Conference on Machine Learning, 41452-41487, 2023
32023
Deep Network Approximation: Beyond ReLU to Diverse Activation Functions
S Zhang, J Lu, H Zhao
Journal of Machine Learning Research 25, 2024
22024
Why Shallow Networks Struggle with Approximating and Learning High Frequency: A Numerical Study
S Zhang, H Zhao, Y Zhong, H Zhou
arXiv preprint arXiv:2306.17301, 2023
12023
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