921 citations · 1.4k across the 54 of their papers we have counts for
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Design and Interpretation of Universal Adversarial Patches in Face Detection
Xiao Yang, Fangyun Wei, Hongyang Zhang +1
We consider universal adversarial patches for faces -- small visual elements whose addition to a face image reliably destroys the performance of face detectors. Unlike previous wor…
Optimal Analysis of Subset-Selection Based L_p Low Rank Approximation
Chen Dan, Hong Wang, Hongyang Zhang +2
We study the low rank approximation problem of any given matrix over and in entry-wise loss, that is, finding a rank-…
Efficient Symmetric Norm Regression via Linear Sketching
Zhao Song, Ruosong Wang, Lin F. Yang +2
We provide efficient algorithms for overconstrained linear regression problems with size when the loss function is a symmetric norm (a norm invariant under sign-flips…
Theoretically Principled Trade-off between Robustness and Accuracy
Hongyang Zhang, Yaodong Yu, Jiantao Jiao +3
We identify a trade-off between robustness and accuracy that serves as a guiding principle in the design of defenses against adversarial examples. Although this problem has been wi…