365 citations · 537 across the 15 of their papers we have counts for
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cs.LG2020★ 8 cited
Fast Dimension Independent Private AdaGrad on Publicly Estimated Subspaces
Peter Kairouz, Mónica Ribero, Keith Rush +1
We revisit the problem of empirical risk minimziation (ERM) with differential privacy. We show that noisy AdaGrad, given appropriate knowledge and conditions on the subspace from w…
cs.LG2020★ 126 cited
Adaptive Federated Optimization
Sashank Reddi, Zachary Charles, Manzil Zaheer +5
Federated learning is a distributed machine learning paradigm in which a large number of clients coordinate with a central server to learn a model without sharing their own trainin…