Stylized Adversarial Defense
**TPAMI 2022**, **Impact Factor [24.31]** Target-aware adversarial training with style, content, and boundary loss.
Apr 1, 2022
Guidance Through Surrogate: Towards a Generic Diagnostic Attack
**TNNLS 2022**, **Impact Factor [14.25]** Match and Deceive loss for guidance to break adversarial defenses.
Mar 1, 2022
On Improving Adversarial Transferability of Vision Transformers
**Adversarial Machine Learning**, **ICLR 2022**, **Spotlight**, **Top 5.0%** Self-ensemble with token/feature refinement for adversarial transferability.
Feb 1, 2022
On Generating Transferable Targeted Perturbations
**Adversarial Machine Learning**, **ICCV 2021** Targeted & Transferable adversarial attack without labels.
Sep 1, 2021
A Self-supervised Approach for Adversarial Robustness
**Adversarial Machine Learning**, **CVPR 2020**, **Oral**, **Top 5.7%** Self-supervised learning for adversarial purifications.
Jun 1, 2020
Cross-Domain Transferability of Adversarial Perturbations
**Adversarial Machine Learning**, **NeurIPS 2019** Cross-domain transferable adversarial attack.
Jun 1, 2020
Local Gradients Smoothing: Defense Against Localized Adversarial Attacks
**WACV 2019** Gradient regularization in the input space against adversarial patches.
Jan 1, 2019