20 citations · 39 across the 15 of their papers we have counts for
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cs.CR2019★ 4 cited
Trust but Verify: An Information-Theoretic Explanation for the Adversarial Fragility of Machine Learning Systems, and a General Defense against Adversarial Attacks
Jirong Yi, Hui Xie, Leixin Zhou +3
Deep-learning based classification algorithms have been shown to be susceptible to adversarial attacks: minor changes to the input of classifiers can dramatically change their outp…
cs.IT2019★ 1 cited
An Information-Theoretic Explanation for the Adversarial Fragility of AI Classifiers
Hui Xie, Jirong Yi, Weiyu Xu +1
We present a simple hypothesis about a compression property of artificial intelligence (AI) classifiers and present theoretical arguments to show that this hypothesis successfully…