2 papers
cs.LG2021
PLAM: a Posit Logarithm-Approximate Multiplier
Raul Murillo, Alberto A. Del Barrio, Guillermo Botella +3
The Posit Number System was introduced in 2017 as a replacement for floating-point numbers. Since then, the community has explored its application in Neural Network related tasks a…
cs.LG2020
The Effects of Approximate Multiplication on Convolutional Neural Networks
Min Soo Kim, Alberto A. Del Barrio, HyunJin Kim +1
This paper analyzes the effects of approximate multiplication when performing inferences on deep convolutional neural networks (CNNs). The approximate multiplication can reduce the…