2 papers
cs.LG2019
Training Deep Neural Networks Using Posit Number System
Jinming Lu, Siyuan Lu, Zhisheng Wang +4
With the increasing size of Deep Neural Network (DNN) models, the high memory space requirements and computational complexity have become an obstacle for efficient DNN implementati…
cs.LG2018
SGAD: Soft-Guided Adaptively-Dropped Neural Network
Zhisheng Wang, Fangxuan Sun, Jun Lin +2
Deep neural networks (DNNs) have been proven to have many redundancies. Hence, many efforts have been made to compress DNNs. However, the existing model compression methods treat a…