Ziquan Liu

Improve Generalization and Robustness of Neural Networks via Weight Scale Shifting Invariant Regularizations

Antoni B. Chan, Yufei Cui, Ziquan Liu, 2020, ArXiv.

The Implicit Biases of Stochastic Gradient Descent on Deep Neural Networks with Batch Normalization pdf

Antoni B. Chan, Yufei Cui, Ziquan Liu, 2021, ArXiv.

A Generalized Loss Function for Crowd Counting and Localization

Antoni B. Chan, Ziquan Liu, Jia Wan, 2021, 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR).

Improved Fine-tuning by Leveraging Pre-training Data: Theory and Practice pdf

Rong Jin, Qi Qian, Antoni B. Chan, 2021, ArXiv.