1 code implementation • 3 Mar 2022 • Alex Gu, Songtao Lu, Parikshit Ram, Lily Weng
We consider a generic min-max multi-objective bilevel optimization problem with applications in robust machine learning such as representation learning and hyperparameter optimization.
no code implementations • 8 Dec 2021 • Ching-Yun Ko, Jeet Mohapatra, Sijia Liu, Pin-Yu Chen, Luca Daniel, Lily Weng
With the integrated framework, we achieve up to 6\% improvement on the standard accuracy and 17\% improvement on the robust accuracy.
no code implementations • 25 Sep 2019 • Akhilan Boopathy, Lily Weng, Sijia Liu, Pin-Yu Chen, Luca Daniel
We propose that many common certified defenses can be viewed under a unified framework of regularization.