2 papers
math.OC2024
Low-rank matrix recovery via nonconvex optimization methods with application to errors-in-variables matrix regression
Xin Li, Dongya Wu
We consider the nonconvex regularized method for low-rank matrix recovery. Under the assumption on the singular values of the parameter matrix, we provide the recovery bound for an…
stat.ML2024
Adversarially robust generalization theory via Jacobian regularization for deep neural networks
Dongya Wu, Xin Li
Powerful deep neural networks are vulnerable to adversarial attacks. To obtain adversarially robust models, researchers have separately developed adversarial training and Jacobian…