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cs.LG2022★ 3 cited
Survey: Exploiting Data Redundancy for Optimization of Deep Learning
Jou-An Chen, Wei Niu, Bin Ren +2
Data redundancy is ubiquitous in the inputs and intermediate results of Deep Neural Networks (DNN). It offers many significant opportunities for improving DNN performance and effic…
cs.LG2022
CoCoPIE XGen: A Full-Stack AI-Oriented Optimizing Framework
Xiaofeng Li, Bin Ren, Xipeng Shen +1
There is a growing demand for shifting the delivery of AI capability from data centers on the cloud to edge or end devices, exemplified by the fast emerging real-time AI-based apps…