no code implementations • 15 Mar 2021 • Dongning Ma, Jianmin Guo, Yu Jiang, Xun Jiao
Using handwritten digit classification as an example, we show that HDTest can generate thousands of adversarial inputs with negligible perturbations that can successfully fool HDC models.
no code implementations • 11 Nov 2019 • Jianmin Guo, Yue Zhao, Quan Zhang, Yu Jiang
Compared with the neuron coverage, the proposed state coverage metrics as guidance excel with 4. 17% to 97. 22% higher success (or generation) rate.
no code implementations • 31 Jan 2019 • Xiaoning Du, Bihuan Chen, Yuekang Li, Jianmin Guo, Yaqin Zhou, Yang Liu, Yu Jiang
The latter needs the prior knowledge of known vulnerabilities and can only identify similar but not new types of vulnerabilities.
Software Engineering
1 code implementation • 28 Aug 2018 • Jianmin Guo, Yu Jiang, Yue Zhao, Quan Chen, Jiaguang Sun
Deep learning (DL) systems are increasingly applied to safety-critical domains such as autonomous driving cars.
Software Engineering