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吴磊
北京大学数学学院

吴磊,男,北京大学数学学院教授。

人物履历

教育经历

2019 北京大学 博士

2012 开大学 学士

工作经历

2021.12-现在,北京大学,助理教授

2021.8- 2021.11,宾夕法尼亚大学博士后

2018.11-2021.7,普林斯顿大学,博士后

学术成果

1.Weinan E, Chao Ma, Lei Wu. Machine Learning from a Continuous Viewpoint. Science China Mathematics, 2020

2.Weinan E, Chao Ma, Lei Wu. Barron spaces and flow-induced function spaces for neural network models. Constructive Approximation, 2021.

3.Weinan E, Chao Ma, Lei Wu. A comparative analysis of the optimization and generalization property of two-layer neural network and random feature models under gradient descent dynamics. Science China Mathematics, 2020.

4.Weinan E, Chao Ma, Lei Wu. A priori estimates of the population risk for two-layer neural networks. Communications in Mathematical Sciences, 2019

5.Lei Wu, Chao Ma, Weinan E. How SGD selects the global minima in over-parameterized learning: A dynamical stability perspective. Advances in Neural Information Processing Systems (NeurIPS), 2018[1]

参考资料