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Deep Learning with Label Differential Privacy
May 25, 2022, 8:34 p.m. | Google AI (noreply@blogger.com)
Google AI Blog ai.googleblog.com
Over the last several years, there has been an increased focus on developing differential privacy (DP) machine learning (ML) algorithms. DP has been the basis of several practical deployments in industry — and has even been employed by the U.S. Census — because it enables the understanding of system and algorithm privacy guarantees. The underlying assumption of DP is that changing a single user’s contribution to an algorithm should …
algorithms deep learning differential privacy learning privacy security and privacy
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