98 citations · 343 across the 12 of their papers we have counts for
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cs.LG2023
Exact Subspace Diffusion for Decentralized Multitask Learning
Shreya Wadehra, Roula Nassif, Stefan Vlaski
Classical paradigms for distributed learning, such as federated or decentralized gradient descent, employ consensus mechanisms to enforce homogeneity among agents. While these stra…
cs.LG2022
Dencentralized learning in the presence of low-rank noise
Roula Nassif, Virginia Bordignon, Stefan Vlaski +1
Observations collected by agents in a network may be unreliable due to observation noise or interference. This paper proposes a distributed algorithm that allows each node to impro…