73 citations · 172 across the 5 of their papers we have counts for
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cs.LG2020★ 73 cited
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…
cs.LG2020
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…