354 citations · 693 across the 36 of their papers we have counts for
5 papers · 1 filter
Near-Optimal Straggler Mitigation for Distributed Gradient Methods
Songze Li, Seyed Mohammadreza Mousavi Kalan, A. Salman Avestimehr +1
Modern learning algorithms use gradient descent updates to train inferential models that best explain data. Scaling these approaches to massive data sizes requires proper distribut…
Communication-Aware Computing for Edge Processing
Songze Li, Mohammad Ali Maddah-Ali, A. Salman Avestimehr
We consider a mobile edge computing problem, in which mobile users offload their computation tasks to computing nodes (e.g., base stations) at the network edge. The edge nodes comp…
How to Optimally Allocate Resources for Coded Distributed Computing?
Qian Yu, Songze Li, Mohammad Ali Maddah-Ali +1
Today's data centers have an abundance of computing resources, hosting server clusters consisting of as many as tens or hundreds of thousands of machines. To execute a complex comp…
Coding for Distributed Fog Computing
Songze Li, Mohammad Ali Maddah-Ali, A. Salman Avestimehr
Redundancy is abundant in Fog networks (i.e., many computing and storage points) and grows linearly with network size. We demonstrate the transformational role of coding in Fog com…
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…