89 citations · 240 across the 20 of their papers we have counts for
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cs.LG2019★ 21 cited
GAT: Generative Adversarial Training for Adversarial Example Detection and Robust Classification
Xuwang Yin, Soheil Kolouri, Gustavo K. Rohde
The vulnerabilities of deep neural networks against adversarial examples have become a significant concern for deploying these models in sensitive domains. Devising a definitive de…
cs.LG2019★ 17 cited
Generalized Sliced Wasserstein Distances
Soheil Kolouri, Kimia Nadjahi, Umut Simsekli +2
The Wasserstein distance and its variations, e.g., the sliced-Wasserstein (SW) distance, have recently drawn attention from the machine learning community. The SW distance, specifi…