DiffChaser: Detecting disagreements for deep neural networks

• Main Authors: XIE, Xiaofei, MA, Lei, WANG, Haijun, LI, Yuekang, LIU, Yang, LI, Xiaohong
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Uncertainty in AI: Uncertainty Representations; Machine Learning: Adversarial Machine Learning; OS and Networks; Software Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/7105; https://ink.library.smu.edu.sg/context/sis_research/article/8108/viewcontent/0800.pdf
• Institution: Singapore Management University

The platform migration and customization have become an indispensable process of deep neural network (DNN) development lifecycle. A highprecision but complex DNN trained in the cloud on massive data and powerful GPUs often goes through an optimization phase (e.g., quantization, compression) before d...