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Aug, 2022
DiVa：差分隐私机器学习加速器
DiVa: An Accelerator for Differentially Private Machine Learning
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Beomsik Park, Ranggi Hwang, Dongho Yoon, Yoonhyuk Choi, Minsoo Rhu
TL;DR
本文研究了一种名为DP-SGD的不同ially private ML训练算法，并提出了一种名为DiVa的ML加速器，其能够提供比传统 systolic 数组更高的能源效率。
Abstract
The widespread deployment of
machine learning
(ML) is raising serious concerns on protecting the privacy of users who contributed to the collection of training data.
differential privacy
(DP) is rapidly gaining m
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