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cs.CR2022
Local Graph-homomorphic Processing for Privatized Distributed Systems
Elsa Rizk, Stefan Vlaski, Ali H. Sayed
We study the generation of dependent random numbers in a distributed fashion in order to enable privatized distributed learning by networked agents. We propose a method that we ref…
cs.LG2022
Privatized Graph Federated Learning
Elsa Rizk, Stefan Vlaski, Ali H. Sayed
Federated learning is a semi-distributed algorithm, where a server communicates with multiple dispersed clients to learn a global model. The federated architecture is not robust an…