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Yunfei Yang
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Year
Error analysis of deep Ritz methods for elliptic equations
Y Jiao, Y Lai, Y Lo, Y Wang, Y Yang
Analysis and Applications 22 (01), 57-87, 2024
542024
An error analysis of generative adversarial networks for learning distributions
J Huang, Y Jiao, Z Li, S Liu, Y Wang, Y Yang
Journal of machine learning research 23 (116), 1-43, 2022
472022
On the capacity of deep generative networks for approximating distributions
Y Yang, Z Li, Y Wang
Neural networks 145, 144-154, 2022
362022
Approximation bounds for norm constrained neural networks with applications to regression and GANs
Y Jiao, Y Wang, Y Yang
Applied and Computational Harmonic Analysis 65, 249-278, 2023
222023
Optimal Rates of Approximation by Shallow ReLU Neural Networks and Applications to Nonparametric Regression
Y Yang, DX Zhou
Constructive Approximation, 1-32, 2024
202024
Approximation in shift-invariant spaces with deep ReLU neural networks
Y Yang, Z Li, Y Wang
Neural Networks 153, 269-281, 2022
152022
Non-asymptotic error bounds for bidirectional GANs
S Liu, Y Yang, J Huang, Y Jiao, Y Wang
Advances in Neural Information Processing Systems 34, 12328-12339, 2021
92021
Nonparametric regression using over-parameterized shallow ReLU neural networks
Y Yang, DX Zhou
Journal of Machine Learning Research 25, 1-35, 2024
62024
Convergence analysis of the deep galerkin method for weak solutions
Y Jiao, Y Lai, Y Wang, H Yang, Y Yang
From Classical Analysis to Analysis on Fractals: A Tribute to Robert …, 2023
62023
On the rates of convergence for learning with convolutional neural networks
Y Yang, H Feng, DX Zhou
arXiv preprint arXiv:2403.16459, 2024
42024
Universality and approximation bounds for echo state networks with random weights
Z Li, Y Yang
IEEE Transactions on Neural Networks and Learning Systems, 2023
32023
Learning distributions by generative adversarial networks: approximation and generalization
Y Yang
arXiv preprint arXiv:2205.12601, 2022
22022
On the optimal approximation of Sobolev and Besov functions using deep ReLU neural networks
Y Yang
arXiv preprint arXiv:2409.00901, 2024
12024
Exponential approximation of band-limited signals from nonuniform sampling
Y Yang, H Zhang
arXiv preprint arXiv:2106.08647, 2021
12021
Exponential Approximation of Band-limited Functions from Nonuniform Sampling by Regularization Methods
Y Yang, H Zhang
Constructive Approximation, 1-29, 2024
2024
The circular Bedrosian identity and multidimensional periodic analytic signals
F Huang, R Lin, Y Yang
Complex Variables and Elliptic Equations 62 (2), 199-213, 2017
2017
Supplementary Material for “Non-Asymptotic Error Bounds for Bidirectional GANs”
S Liu, Y Yang, J Huang, Y Jiao, Y Wang
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Articles 1–17