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12/10/2019
Advances and Open Problems in Federated Learning
Federated learning (FL) is a machine learning setting where many clients...
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11/30/2019
Federated Learning with Autotuned Communication-Efficient Secure Aggregation
Federated Learning enables mobile devices to collaboratively learn a sha...
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10/31/2019
Context-Aware Local Differential Privacy
Local differential privacy (LDP) is a strong notion of privacy for indiv...
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02/04/2019
Towards Federated Learning at Scale: System Design
Federated Learning is a distributed machine learning approach which enab...
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11/14/2016
Practical Secure Aggregation for Federated Learning on User-Held Data
Secure Aggregation protocols allow a collection of mutually distrust par...
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02/24/2016
Discrete Distribution Estimation under Local Privacy
The collection and analysis of user data drives improvements in the app ...
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06/13/2012