48 citations · 108 across the 14 of their papers we have counts for
Showing 2020Show all
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stat.ML2020
A Le Cam Type Bound for Adversarial Learning and Applications
Qiuling Xu, Kevin Bello, Jean Honorio
Robustness of machine learning methods is essential for modern practical applications. Given the arms race between attack and defense methods, one may be curious regarding the fund…
cs.LG2020★ 2 cited
D-square-B: Deep Distribution Bound for Natural-looking Adversarial Attack
Qiuling Xu, Guanhong Tao, Xiangyu Zhang
We propose a novel technique that can generate natural-looking adversarial examples by bounding the variations induced for internal activation values in some deep layer(s), through…
cs.LG2020★ 21 cited
Towards Feature Space Adversarial Attack
Qiuling Xu, Guanhong Tao, Siyuan Cheng +1
We propose a new adversarial attack to Deep Neural Networks for image classification. Different from most existing attacks that directly perturb input pixels, our attack focuses on…