A hierarchical secure aggregation scheme with arbitrary heterogeneous data assignment achieves optimal two-layer communication loads under information-theoretic security against collusions and dropouts.
Large scale distributed deep networks,
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On the Optimality of Hierarchical Secure Aggregation with Arbitrary Heterogeneous Data Assignment
A hierarchical secure aggregation scheme with arbitrary heterogeneous data assignment achieves optimal two-layer communication loads under information-theoretic security against collusions and dropouts.