Certified quantization strategy synthesis for neural networks

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...

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Bibliographic Details
Main Authors: ZHANG, Yedi, CHEN, Guangke, SUN, Jun
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2024
Subjects:
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
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Institution: Singapore Management University
Language: English