84 citations · 375 across the 68 of their papers we have counts for
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cs.LG2019★ 3 cited
Where is the Bottleneck of Adversarial Learning with Unlabeled Data?
Jingfeng Zhang, Bo Han, Gang Niu +2
Deep neural networks (DNNs) are incredibly brittle due to adversarial examples. To robustify DNNs, adversarial training was proposed, which requires large-scale but well-labeled da…
cs.CV2019★ 13 cited
Towards Robust ResNet: A Small Step but A Giant Leap
Jingfeng Zhang, Bo Han, Laura Wynter +2
This paper presents a simple yet principled approach to boosting the robustness of the residual network (ResNet) that is motivated by the dynamical system perspective. Namely, a de…