Yingqi Liu

Trojaning Attack on Neural Networks

Yingqi Liu, Shiqing Ma, Yousra Aafer et al. · 2018 · 1.2K citations · Full text

ABS: Scanning Neural Networks for Back-doors by Artificial Brain Stimulation

Yingqi Liu, Wen‐Chuan Lee, Guanhong Tao et al. · 2019 · 386 citations · Full text

Hardware Trojan, Engineering, Machine Learning +20

NIC: Detecting Adversarial Samples with Neural Network Invariant Checking

Shiqing Ma, Yingqi Liu, Guanhong Tao et al. · 2019 · 239 citations · Full text

MODE: automated neural network model debugging via state differential analysis and input selection

Shiqing Ma, Yingqi Liu, Wen‐Chuan Lee et al. · 2018 · 212 citations

Artificial Intelligence, Input Selection, Engineering +22

Composite Backdoor Attack for Deep Neural Network by Mixing Existing Benign Features

Junyu Lin, Lei Xu, Yingqi Liu et al. · 2020 · 191 citations

Convolutional Neural Network, Engineering, Machine Learning +18