Obserwuj
Shijun Zhang 张仕俊
Shijun Zhang 张仕俊
Assistant Professor, PolyU
Zweryfikowany adres z polyu.edu.hk - Strona główna
Tytuł
Cytowane przez
Cytowane przez
Rok
Deep network approximation for smooth functions
J Lu, Z Shen, H Yang, S Zhang
SIAM Journal on Mathematical Analysis 53 (5), 5465–5506, 2020
3162020
Deep network approximation characterized by number of neurons
Z Shen, H Yang, S Zhang
Communications in Computational Physics 28 (5), 1768-1811, 2020
2302020
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
1522022
Neural network approximation: Three hidden layers are enough
Z Shen, H Yang, S Zhang
Neural Networks 141, 160-173, 2021
1372021
Nonlinear approximation via compositions
Z Shen, H Yang, S Zhang
Neural Networks 119, 74-84, 2019
1092019
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
652021
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
342022
Deep network approximation for smooth functions. arXiv e-prints
J Lu, Z Shen, H Yang, S Zhang
arXiv preprint arXiv:2001.03040, 2020
192020
Deep network approximation: Beyond relu to diverse activation functions
S Zhang, J Lu, H Zhao
Journal of Machine Learning Research 25 (35), 1-39, 2024
152024
Neural network architecture beyond width and depth
S Zhang, Z Shen, H Yang
Advances in Neural Information Processing Systems 35, 5669-5681, 2022
142022
Deep neural network approximation via function compositions
S Zhang
PhD thesis, National University of Singapore, 2020
11*2020
Deep network approximation in terms of intrinsic parameters
Z Shen, H Yang, S Zhang
International Conference on Machine Learning 162, 19909-19934, 2022
62022
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
42023
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
22023
Don’t fear peculiar activation functions: EUAF and beyond
Q Wang, S Zhang, D Zeng, Z Xie, H Guo, T Zeng, FL Fan
Neural Networks, 107258, 2025
12025
Structured and Balanced Multi-component and Multi-layer Neural Networks
S Zhang, H Zhao, Y Zhong, H Zhou
arXiv preprint arXiv:2407.00765, 2024
2024
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