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 Deep Learning




LearningwithUser-LevelPrivacy

Neural Information Processing Systems

Releasing seemingly innocuous functions of a data set can easily compromise the privacy of individuals, whether the functions are simple counts [35]orcomplexmachine learning models like deep neural networks [52,30].








WhatMakesa" Good" DataAugmentationin KnowledgeDistillation-AStatisticalPerspective (withAppendix)

Neural Information Processing Systems

Deep neural networks (DNNs) are the de facto methodology in many artificial intelligence areas nowadays [25, 37]. How to effectively train a deep network has been a central topic for decades.