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Juncai He
Juncai He
Research Scientist, KAUST
在 kaust.edu.sa 的电子邮件经过验证 - 首页
标题
引用次数
引用次数
年份
Relu deep neural networks and linear finite elements
J He, L Li, J Xu, C Zheng
Journal of Computational Mathematics 38 (3), 502--527, 2020
3112020
MgNet: A unified framework of multigrid and convolutional neural network
J He, J Xu
Science china mathematics 62, 1331-1354, 2019
1292019
Approximation properties of deep ReLU CNNs
J He, L Li, J Xu
Research in the mathematical sciences 9 (3), 38, 2022
222022
ReLU deep neural networks from the hierarchical basis perspective
J He, L Li, J Xu
Computers & Mathematics with Applications 120, 105-114, 2022
172022
An interpretive constrained linear model for ResNet and MgNet
J He, J Xu, L Zhang, J Zhu
Neural Networks 162, 384-392, 2023
152023
Make regularization effective in training sparse CNN
J He, X Jia, J Xu, L Zhang, L Zhao
Computational Optimization and Applications 77 (1), 163-182, 2020
10*2020
Generalized Gaffney inequality and discrete compactness for discrete differential forms
J He, K Hu, J Xu
Numerische Mathematik 143 (4), 781-795, 2019
92019
Side effects of learning from low-dimensional data embedded in a euclidean space
J He, R Tsai, R Ward
Research in the Mathematical Sciences 10 (1), 13, 2023
82023
A weight initialization based on the linear product structure for neural networks
Q Chen, W Hao, J He
Applied Mathematics and Computation 415, 126722, 2022
82022
Power series expansion neural network
Q Chen, W Hao, J He
Journal of Computational Science 59, 101552, 2022
72022
On the optimal expressive power of relu dnns and its application in approximation with kolmogorov superposition theorem
J He
arXiv preprint arXiv:2308.05509, 2023
52023
An Enhanced V-cycle MgNet Model for Operator Learning in Numerical Partial Differential Equations
J Zhu, J He, Q Huang
Computational Geosciences, 2023
32023
Deep neural networks and finite elements of any order on arbitrary dimensions
J He, J Xu
arXiv preprint arXiv:2312.14276, 2023
22023
MgNO: Efficient Parameterization of Linear Operators via Multigrid
J He, X Liu, J Xu
arXiv preprint arXiv:2310.19809, 2023
22023
Expressivity and Approximation Properties of Deep Neural Networks with ReLU Activation
J He, T Mao, J Xu
arXiv preprint arXiv:2312.16483, 2023
12023
Linear regression on manifold structured data: the impact of extrinsic geometry on solutions
L Liu, J He, YH Tsai
Topological, Algebraic and Geometric Learning Workshops 2023, 557-576, 2023
12023
AceGPT, Localizing Large Language Models in Arabic
H Huang, F Yu, J Zhu, X Sun, H Cheng, D Song, Z Chen, A Alharthi, B An, ...
arXiv preprint arXiv:2309.12053, 2023
12023
FV-MgNet: Fully connected V-cycle MgNet for interpretable time series forecasting
J Zhu, J He, L Zhang, J Xu
Journal of Computational Science 69, 102005, 2023
12023
Constrained Linear Data-feature Mapping for Image Classification
J He, Y Chen, L Zhang, J Xu
arXiv preprint arXiv:1911.10428, 2019
12019
Data-induced multiscale losses and efficient multirate gradient descent schemes
J He, L Liu, R Tsai
arXiv preprint arXiv:2402.03021, 2024
2024
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