Neuron coverage-guided domain generalization

• Main Authors: Tian, Chris Xing, Li, Haoliang, Xie, Xiaofei, Liu, Yang, Wang, Shiqi
• Other Authors: School of Computer Science and Engineering
• Format: Article
• Language: English
• Published: 2022
• Subjects: Engineering::Computer science and engineering; Neuron Coverage; Gradient Similarity
• Online Access: https://hdl.handle.net/10356/162633
• Institution: Nanyang Technological 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...