Faculty DirectoryYiping Lu
Assistant Professor of Industrial Engineering and Management Sciences
Contact
2145 Sheridan RoadTech M237
Evanston, IL 60208-3109
Email Yiping Lu
Website
Departments
Industrial Engineering and Management Sciences
Education
Ph.D ,Applied and computational math, Stanford
B.S., Computational Math, Peking University
Research Interests
The long-term goal of Yiping’s research is to develop a hybrid scientific research discipline that combines domain knowledge (differential equation, stochastic process, control,…), machine learning and (randomized) experiments. To this end, Yiping and his group are working on an interdisciplinary research approach across probability and statistics, machine learning, numerical algorithms, control theory, signal processing/inverse problem, and operations research.
Selected Publications
Bengin overfitting in Fixed Dimension via Physics-Informed Learning with Smooth Inductive Bias
Honam Wong, Wendao Wu, Fanghui Liu and Yiping Lu
Yiping Lu, Daozhe Lin and Qiang Du
Randomized Iterative Solver as Iterative Refinement: A Simple Fix Towards Backward Stability
Ruihan Xu and Yiping Lu
Orthogonal Bootstrap: Efficient Simulation of Input Uncertainty
Kaizhao Liu, Jose Blanchet, Lexing Ying and Yiping Lu The Forty-first International Conference on Machine Learning (ICML 2024).
Synthetic Principal Component Design: Fast Covariate Balancing with Synthetic Controls (Oral)
Yiping Lu, Jiajin Li, Lexing Ying and Jose Blanchet 40th Conference on Uncertainty in Artificial Intelligence (UAI 2024)
Generalization Guarantees of Deep ResNets in the Mean-Field Regime (Spotlight)
Yihang Chen, Fanghui Liu, Yiping Lu, Grigorios Chrysos and Volkan Cevher International Conference on Learning Representations(ICLR) 2024
Statistical Spatially Inhomogeneous Diffusion Inference
Yinuo Ren, Yiping Lu, Lexing Ying and Grant Rotskoff The 38th Annual AAAI Conference on Artificial Intelligence, 2024