Zheng Ma

Publication Activity (10 Years)

Years Active: 2019-2023
Publications (10 Years): 12

Top Topics

Synaptic Weights

Exact Computation

Top Venues

SIAM J. Math. Data Sci.

J. Mach. Learn. Res.

Publications

Xiong-bin Yan, Zhi-Qin John Xu, Zheng Ma
Laplace-fPINNs: Laplace-based fractional physics-informed neural networks for solving forward and inverse problems of subdiffusion. CoRR (2023)
Xiong-bin Yan, Zhi-Qin John Xu, Zheng Ma
Bayesian Inversion with Neural Operator (BINO) for Modeling Subdiffusion: Forward and Inverse Problems. CoRR (2022)
Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang
On the Exact Computation of Linear Frequency Principle Dynamics and Its Generalization. SIAM J. Math. Data Sci. 4 (4) (2022)
Tao Luo, Zhi-Qin John Xu, Zheng Ma, Yaoyu Zhang
Phase Diagram for Two-layer ReLU Neural Networks at Infinite-width Limit. J. Mach. Learn. Res. 22 (2021)
Tao Luo, Zheng Ma, Zhiwei Wang, Zhi-Qin John Xu, Yaoyu Zhang
Fourier-domain Variational Formulation and Its Well-posedness for Supervised Learning. CoRR (2020)
Tao Luo, Zhi-Qin John Xu, Zheng Ma, Yaoyu Zhang
Phase diagram for two-layer ReLU neural networks at infinite-width limit. CoRR (2020)
Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma
A type of generalization error induced by initialization in deep neural networks. MSML (2020)
Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang
On the exact computation of linear frequency principle dynamics and its generalization. CoRR (2020)
Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma
A type of generalization error induced by initialization in deep neural networks. CoRR (2019)
Zhi-Qin John Xu, Yaoyu Zhang, Tao Luo, Yanyang Xiao, Zheng Ma
Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks. CoRR (2019)
Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma
Explicitizing an Implicit Bias of the Frequency Principle in Two-layer Neural Networks. CoRR (2019)
Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang
Theory of the Frequency Principle for General Deep Neural Networks. CoRR (2019)