Yuguang Yao

Tony 

PhD student
OPTML Group
Computer Science and Engineering
Michigan State University
E-mail: yaoyugua@msu.edu
LinkedIn: tonyyaomsu
GitHub: TonyYaoMSU
Google Scholar: Yuguang Yao

About me

I am a second-year PhD student advised by Prof. Sijia Liu in Computer Science and Engineering, Michigan State University. I did one year research with Prof. Zhichao Cao and Prof. Yunhao Liu in Software Department, Tsinghua University in 2019. I got my bachelor's degree advised by Prof. Hong Wang from Automation Department, Tsinghua University in 2018.

Selected Publications

  • Yihua Zhang*, Yuguang Yao*, Parikshit Ram, Pu Zhao, Tianlong Chen, Mingyi Hong, Yanzhi Wang, Sijia Liu, "Advancing Model Pruning via Bi-level Optimization", NeurIPS’22. [paper][code]

  • Yifan Gong*, Yuguang Yao*, Yize Li, Yimeng Zhang, Xiaoming Liu, Xue Lin, Sijia Liu, "Reverse Engineering of Imperceptible Adversarial Image Perturbations", ICLR’22. [paper][code]

  • Yimeng Zhang, Yuguang Yao, Jinghan Jia, Jinfeng Yi, Mingyi Hong, Shiyu Chang, Sijia Liu, " How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective", ICLR’22. [paper][code]

Research

  • Adversarial Machine Learning

  • Neural Network Pruning

  • Bi-level Optimization

Teaching

  • CSE 231 Python Programming

  • CSE 232 C++ Programming

  • CSE 477 Web Application Development

  • CSE 480 Database Systems

Service

  • ICML’22 AdvML Frontiers Workshop student chair

  • Workshop PC of KDD’22 AdvML, Neurips’22 TSRML

  • Reviewers of Neurips, CVPR, AAAI, IJCAI, ICASSP