73 citations · 172 across the 5 of their papers we have counts for
3 papers · 1 filter
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…
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…
Reliable and Energy Efficient MLC STT-RAM Buffer for CNN Accelerators
Masoomeh Jasemi, Shaahin Hessabi, Nader Bagherzadeh
We propose a lightweight scheme where the formation of a data block is changed in such a way that it can tolerate soft errors significantly better than the baseline. The key insigh…