Certified quantization strategy synthesis for neural networks

• Main Authors: ZHANG, Yedi, CHEN, Guangke, SUN, Jun
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Databases and Information Systems; Numerical Analysis and Scientific Computing
• Online Access: https://ink.library.smu.edu.sg/sis_research/9325; https://ink.library.smu.edu.sg/context/sis_research/article/10325/viewcontent/978_3_031_71162_6_18_pvoa_cc_by.pdf
• Institution: Singapore Management University

Quantization plays an important role in deploying neural networks on embedded, real-time systems with limited computing and storage resources (e.g., edge devices). It significantly reduces the model storage cost and improves inference efficiency by using fewer bits to represent the parameters. Howev...