Neuron coverage-guided domain generalization

• Main Authors: TIAN, Chris Xing, LI, Haoliang, XIE, Xiaofei, LIU, Yang, WANG, Shiqi
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2022
• Subjects: Out-of-distribution; neuron coverage; gradient similarity; Artificial Intelligence and Robotics
• Online Access: https://ink.library.smu.edu.sg/sis_research/7491; https://ink.library.smu.edu.sg/context/sis_research/article/8494/viewcontent/2103.00229.pdf
• Institution: Singapore Management University

This paper focuses on the domain generalization task where domain knowledge is unavailable, and even worse, only samples from a single domain can be utilized during training. Our motivation originates from the recent progresses in deep neural network (DNN) testing, which has shown that maximizing ne...