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Exploiting Elasticity in Tensor Ranks for Compressing Neural Networks

May 10, 2021
Jie Ran, Rui Lin, Hayden K. H. So, Graziano Chesi, Ngai Wong

* 8 pages, 5 figures 

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HAO: Hardware-aware neural Architecture Optimization for Efficient Inference

Apr 26, 2021
Zhen Dong, Yizhao Gao, Qijing Huang, John Wawrzynek, Hayden K. H. So, Kurt Keutzer

* FCCM 2021 

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NITI: Training Integer Neural Networks Using Integer-only Arithmetic

Sep 28, 2020
Maolin Wang, Seyedramin Rasoulinezhad, Philip H. W. Leong, Hayden K. H. So

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Dynamic Sparse Training: Find Efficient Sparse Network From Scratch With Trainable Masked Layers

May 14, 2020
Junjie Liu, Zhe Xu, Runbin Shi, Ray C. C. Cheung, Hayden K. H. So

* ICLR 2020, camera ready version 

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