365 citations · 537 across the 15 of their papers we have counts for
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math.OC2021
Iterated Vector Fields and Conservatism, with Applications to Federated Learning
Zachary Charles, Keith Rush
We study whether iterated vector fields (vector fields composed with themselves) are conservative. We give explicit examples of vector fields for which this self-composition preser…
cs.LG2021★ 24 cited
Federated Reconstruction: Partially Local Federated Learning
Karan Singhal, Hakim Sidahmed, Zachary Garrett +3
Personalization methods in federated learning aim to balance the benefits of federated and local training for data availability, communication cost, and robustness to client hetero…