Lei Wu

The Barron Space and the Flow-Induced Function Spaces for Neural Network Models

E Weinan, Chao Ma, Lei Wu · Constructive Approximation · 2021 · 111 citations

Computing, Computer Science, Mathematics +9

A comparative analysis of optimization and generalization properties of two-layer neural network and random feature models under gradient descent dynamics

E Weinan, Chao Ma, Lei Wu · Science China Mathematics · 2020 · 101 citations · Full text

Computing, Computer Science, Mathematics +17

How SGD Selects the Global Minima in Over-parameterized Learning: A Dynamical Stability Perspective

Lei Wu, Chao Ma, E Weinan · Neural Information Processing Systems · 2018 · 79 citations

Computing, Computer Science, Algorithms +15

Towards a Mathematical Understanding of Neural Network-Based Machine Learning: What We Know and What We Don't

Weinan E Weinan E, Chao Ma Chao, Lei Wu et al. · CSIAM Transactions on Applied Mathematics · 2020 · 66 citations · Full text

Computing, Computer Science, Mathematics +11

Vulnerability of Structural Concrete to Extreme Climate Variances

Sakdirat Kaewunruen, Lei Wu, Keiichi Goto et al. · Climate · 2018 · 57 citations · Full text

Engineering, Civil Engineering, Materials Science +17