On-device deep multi-task inference via multi-task zipping

Future mobile devices are anticipated to perceive, understand and react to the world on their own by running multiple correlated deep neural networks locally on-device. Yet the complexity of these deep models needs to be trimmed down both within-model and cross-model to fit in mobile storage and mem...

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Main Authors: HE, Xiaoxi, WANG, Xu, ZHOU, Zimu, WU, Jiahang, YANG, Zheng, THIELE, Lothar
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/6724
https://ink.library.smu.edu.sg/context/sis_research/article/7727/viewcontent/tmc21_he.pdf
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Institution: Singapore Management University
Language: English