Inference Attacks Against Collaborative Learning
arXiv: Cryptography and Security, Volume abs/1805.04049, 2018.
Collaborative machine learning and related techniques such as distributed and federated learning allow multiple participants, each with his own training dataset, to build a joint model. Participants train local models and periodically exchange model parameters or gradient updates computed during the training. demonstrate that the trainin...More
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