Min-max optimization without gradients: Convergence and applications to black-box evasion and poisoning attacksSijia LiuSongtao Luet al.2020ICML 2020
ZO-AdaMM: Zeroth-order adaptive momentum method for black-box optimizationXiangyi ChenSijia Liuet al.2019NeurIPS 2019
On the convergence of a class of Adam-type algorithms for non-convex optimizationXiangyi ChenSijia Liuet al.2019ICLR 2019
Distributed Adversarial Training to Robustify Deep Neural Networks at ScaleGaoyuan ZhangSongtao Luet al.2022UAI 2022
Alternating Gradient Descent Ascent for Nonconvex Min-Max Problems in Robust Learning and GANsSongtao LuRahul Singhet al.2019ACSSC 2019