Luofeng Liao

Luofeng Liao

MS Student (2020-2021)
University of Chicago, Department of Statistics
Prior to graduate school, he received B.S. degree in Computer Science at Fudan University in June 2019. His research interests include high-dimensional statistis and distributed optimization. Luofeng continued his education as a PhD student at Columbia University.

Interests

  • Machine Learning
  • Distributed Optimization

Education

  • MS in Statistics, 2021
    University of Chicago
  • BS in Computer Science, 2019
    Fudan University

Publications

Instrumental Variable Value Iteration for Causal Offline Reinforcement Learning
Luofeng Liao, Zuyue Fu, Zhuoran Yang, Mladen Kolar, Zhaoran Wang
Journal of Machine Learning Research, 25(303), 1–56
Preprint
Local AdaGrad-type algorithm for stochastic convex-concave optimization
Luofeng Liao, Li Shen, Jia Duan, Mladen Kolar, Dacheng Tao
Machine Learning
arXiv PDF DOI
Provably Efficient Neural Estimation of Structural Equation Model: An Adversarial Approach
Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Zhaoran Wang, Mladen Kolar
Advances in Neural Information Processing Systems 33 (NeurIPS), 2020
Preprint PDF Video