I am a first-year Ph.D. student in Computer Science Department, Duke University. I am fortunate to be advised by Prof. Rong Ge.
Before coming to Duke, I received B.S. in Statistics from Peking University in 2019. In summer 2018, I was an intern in Industrial and Systems Engineering (ISyE), Georgia Tech, working with Prof. Tuo Zhao.
My research interests are in optimization and theoretical machine learning. Recently, I am particularly interested in deep learning theory.
Publications
* denotes equal contribution.-
Towards Understanding the Importance of Shortcut Connections in Residual Networks
Tianyi Liu*, Minshuo Chen*, Mo Zhou, Simon S. Du, Enlu Zhou and Tuo Zhao
Conference on Neural Information Processing Systems (NeurIPS), 2019. -
Towards Understanding the Importance of Noise in Training Neural Networks
Mo Zhou*, Tianyi Liu*, Yan Li, Dachao Lin, Enlu Zhou and Tuo Zhao
International Conference on Machine Learning (ICML), 2019. Long Talk.
Education
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Duke University, 2019 - present
Ph.D. in Computer Science -
Peking University, 2015 - 2019
B.S. in Statistics