281 citations · 694 across the 15 of their papers we have counts for
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cs.CR2021★ 26 cited
Learning Security Classifiers with Verified Global Robustness Properties
Yizheng Chen, Shiqi Wang, Yue Qin +3
Many recent works have proposed methods to train classifiers with local robustness properties, which can provably eliminate classes of evasion attacks for most inputs, but not all…
cs.CR2019★ 6 cited
On Training Robust PDF Malware Classifiers
Yizheng Chen, Shiqi Wang, Dongdong She +1
Although state-of-the-art PDF malware classifiers can be trained with almost perfect test accuracy (99%) and extremely low false positive rate (under 0.1%), it has been shown that…