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Jul, 2021
量化差分隐私机器学习的碳排放
Towards Quantifying the Carbon Emissions of Differentially Private Machine Learning
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Rakshit Naidu, Harshita Diddee, Ajinkya Mulay, Aleti Vardhan, Krithika Ramesh...
TL;DR
本研究调查了差分隐私对机器学习算法性能和碳足迹的影响，并提供了帮助选择合适噪音水平的指导，以平衡所需的隐私级别和减少碳排放。
Abstract
In recent years,
machine learning
techniques utilizing large-scale datasets have achieved remarkable performance.
differential privacy
, by means of adding
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