Exploiting Unintended Feature Leakage in Collaborative Learning
IEEE Symposium on Security and Privacy, 2019.
Collaborative machine learning and related techniques such as federated learning allow multiple participants, each with his own training dataset, to build a joint model by training locally and periodically exchanging model updates.We demonstrate that these updates leak unintended information about participantsu0027 training data and devel...More
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