Research Experience
Neural Network Robustness to Common Corruptions and Perturbations
Image credit: ImageNet-C
Ongoing Research Project, Nov 2021 - Present
Improve the optimization methods and focus on the natural robustness evaluation. Solve minimax optimization by using NCVX package.
A General Method for Constrained Deep Learning
Ongoing Research Project, Nov 2021 - Present
Solve orthogonal constraints deep learning and neural perceptual attack problems by using NCVX package.
NCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning
Buyun Liang, Tim Mitchell, and Ju Sun, arXiv Preprint arXiv:2111.13984 (2021). Submitted to Journal of Machine Learning Research (JMLR), Nov 2021.
Robustness of Deep Learning in MRI Reconstruction
CSCI 8980 Think Deep Learning Course Project, Fall 2020
J. I. Siepmann, J. L. Chen, B. Liang, K. Mahesh, 2020. 33rd Symposium on Naval Hydrodynamics, Osaka, Japan.