Zheng Ma

According to our database, Zheng Ma authored at least 12 papers between 2019 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2023

Laplace-fPINNs: Laplace-based fractional physics-informed neural networks for solving forward and inverse problems of subdiffusion.

Xiong-bin Yan, Zhi-Qin John Xu, Zheng Ma

CoRR, 2023

2022

On the Exact Computation of Linear Frequency Principle Dynamics and Its Generalization.

Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang

SIAM J. Math. Data Sci., 2022

Bayesian Inversion with Neural Operator (BINO) for Modeling Subdiffusion: Forward and Inverse Problems.

Xiong-bin Yan, Zhi-Qin John Xu, Zheng Ma

CoRR, 2022

2021

Phase Diagram for Two-layer ReLU Neural Networks at Infinite-width Limit.

Tao Luo, Zhi-Qin John Xu, Zheng Ma, Yaoyu Zhang

J. Mach. Learn. Res., 2021

MOD-Net: A Machine Learning Approach via Model-Operator-Data Network for Solving PDEs.

Lulu Zhang, Tao Luo, Yaoyu Zhang, Zhi-Qin John Xu, Zheng Ma

CoRR, 2021

An Upper Limit of Decaying Rate with Respect to Frequency in Deep Neural Network.

Tao Luo, Zheng Ma, Zhiwei Wang, Zhi-Qin John Xu, Yaoyu Zhang

CoRR, 2021

Linear Frequency Principle Model to Understand the Absence of Overfitting in Neural Networks.

Yaoyu Zhang, Tao Luo, Zheng Ma, Zhi-Qin John Xu

CoRR, 2021

2020

Fourier-domain Variational Formulation and Its Well-posedness for Supervised Learning.

Tao Luo, Zheng Ma, Zhiwei Wang, Zhi-Qin John Xu, Yaoyu Zhang

CoRR, 2020

A type of generalization error induced by initialization in deep neural networks.

Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma

Proceedings of Mathematical and Scientific Machine Learning, 2020

2019

Theory of the Frequency Principle for General Deep Neural Networks.

Tao Luo, Zheng Ma, Zhi-Qin John Xu, Yaoyu Zhang

CoRR, 2019

Explicitizing an Implicit Bias of the Frequency Principle in Two-layer Neural Networks.

Yaoyu Zhang, Zhi-Qin John Xu, Tao Luo, Zheng Ma

CoRR, 2019

Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks.

Zhi-Qin John Xu, Yaoyu Zhang, Tao Luo, Yanyang Xiao, Zheng Ma

CoRR, 2019