354 citations · 693 across the 36 of their papers we have counts for
3 papers · 1 filter
Stochastic Coded Federated Learning: Theoretical Analysis and Incentive Mechanism Design
Yuchang Sun, Jiawei Shao, Yuyi Mao +2
Federated learning (FL) has achieved great success as a privacy-preserving distributed training paradigm, where many edge devices collaboratively train a machine learning model by…
Coded TeraSort
Songze Li, Sucha Supittayapornpong, Mohammad Ali Maddah-Ali +1
We focus on sorting, which is the building block of many machine learning algorithms, and propose a novel distributed sorting algorithm, named Coded TeraSort, which substantially i…
Coded MapReduce
Songze Li, Mohammad Ali Maddah-Ali, A. Salman Avestimehr
MapReduce is a commonly used framework for executing data-intensive jobs on distributed server clusters. We introduce a variant implementation of MapReduce, namely "Coded MapReduce…