Enhancing Reliability of Emerging Memory Technology for Machine Learning Accelerators
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Transactions on Emerging Topics in Computing"
DOI: 10.1109/tetc.2020.2984992
Abstract: An efficient and reliable Multi-Level Cell (MLC) Spin-Transfer Torque Random Access Memory (STT-RAM) is proposed based on a Drop-And-Rearrange Approach, called DARA. Since CNN models are rather robust, less important bits are dropped, allowing important… read more here.
Keywords: underline underline; memory; reliability emerging; enhancing reliability ... See more keywords
Enhancing Reliability of Analog Neural Network Processors
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Very Large Scale Integration (VLSI) Systems"
DOI: 10.1109/tvlsi.2019.2893256
Abstract: Recently, analog and mixed-signal neural network processors have been extensively studied due to their better energy efficiency and small footprint. However, analog computing is more vulnerable to circuit nonidealities such as process variation than their… read more here.
Keywords: neural network; reliability analog; analog neural; network ... See more keywords