most citedCodedPaddedFL and CodedSecAgg: Straggler Mitigation and Secure Aggregation in Federated Learning

4 citations · 5 across the 3 of their papers we have counts for

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cs.LG2021★ 4 cited

CodedPaddedFL and CodedSecAgg: Straggler Mitigation and Secure Aggregation in Federated Learning

Reent Schlegel, Siddhartha Kumar, Eirik Rosnes +1

We present two novel federated learning (FL) schemes that mitigate the effect of straggling devices by introducing redundancy on the devices' data across the network. Compared to o…

cs.LG2021

Coding for Straggler Mitigation in Federated Learning

Siddhartha Kumar, Reent Schlegel, Eirik Rosnes +1

We present a novel coded federated learning (FL) scheme for linear regression that mitigates the effect of straggling devices while retaining the privacy level of conventional FL.…