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Lingshen He

lingshenhe AT pku.edu.cn

Ph.D. student

Peking University

Biography

I am a first-year CS phd student at Peking University (PKU). Here I am lucky enough to work with Prof. Zhouchen Lin . Before studying in PKU, I obtained my bachelor’s degree from University of Electronic Science and Technology of China(UESTC) in 2019.

Interests

  • Machine Learning
  • Deep Learning

Education

  • Phd in Intelligence Science and Technology, 2017-2020

    Peking University

  • BSc in Applied Physics (Yingcai Honer School), 2015-2019

    University of Electronic Science and Technology of China

Publications @ZERO Lab

Implicit Euler Skip Connections: Enhancing Adversarial Robustness via Numerical Stability. ICML, 2020.

We explore the relationship between the adversarial robustness and numerical stability. Furthermore, we propose IE-Skips, which is a …

PDO-eConvs: Partial Differential Operator Based Equivariant Convolutions. ICML, 2020.

We employ PDOs as steerable filters to design a system equivariant to E(n). We use numerical schemes to discretize this system and …

Neural Ordinary Differential Equations with Envolutionary Weights. PRCV, 2019.

Neural networks have been very successful in many learning tasks, for their powerful ability to fit the data. Recently, to understand …

Awards

Mathematics competition of Chinese College Students , 1st Place,