Marble: Model-based robustness analysis of stateful deep learning systems

• Main Authors: DU, Xiaoning, LI, Yi, XIE, Xiaofei, MA, Lei, LIU, Yang, ZHAO, Jianjun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7088; https://ink.library.smu.edu.sg/context/sis_research/article/8091/viewcontent/3324884.3416564.pdf
• Institution: Singapore Management University

State-of-the-art deep learning (DL) systems are vulnerable to adversarial examples, which hinders their potential adoption in safetyand security-critical scenarios. While some recent progress has been made in analyzing the robustness of feed-forward neural networks, the robustness analysis for state...