Aries: Efficient testing of deep neural networks via labeling-free accuracy estimation

• Main Authors: HU, Qiang, GUO, Yuejun, XIE, Xiaofei, CORDY, Maxime, MA, Lei, PAPADAKIS, Mike, LE TRAON, Yves
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Deep learning testing; Distribution shift; Performance estimation; Artificial Intelligence and Robotics
• Online Access: https://ink.library.smu.edu.sg/sis_research/8243
• Institution: Singapore Management University

Deep learning (DL) plays a more and more important role in our daily life due to its competitive performance in industrial application domains. As the core of DL-enabled systems, deep neural networks (DNNs) need to be carefully evaluated to ensure the produced models match the expected requirements....