Speed up integer-arithmetic-only inference via bit-shifting

Abstract Quantization is a widely adopted technique in model deployment as it offers a favorable trade-off between computational overhead and performance loss. Integer-arithmetic-only quantization is an important approach in quantization and holds great significance for hardware deployment with limi...

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Bibliographic Details
Main Authors: Mingjun Song, Yiming Zhou, Mengmeng Song, Sujie Liu, Shungen Xiao, Youshun Zheng
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-02544-4
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