382 citations · 1.3k across the 17 of their papers we have counts for
3 papers · 1 filter
Lagrange Coded Computing: Optimal Design for Resiliency, Security and Privacy
Qian Yu, Songze Li, Netanel Raviv +3
We consider a scenario involving computations over a massive dataset stored distributedly across multiple workers, which is at the core of distributed learning algorithms. We propo…
Polynomially Coded Regression: Optimal Straggler Mitigation via Data Encoding
Songze Li, Seyed Mohammadreza Mousavi Kalan, Qian Yu +2
We consider the problem of training a least-squares regression model on a large dataset using gradient descent. The computation is carried out on a distributed system consisting of…
Straggler Mitigation in Distributed Matrix Multiplication: Fundamental Limits and Optimal Coding
Qian Yu, Mohammad Ali Maddah-Ali, A. Salman Avestimehr
We consider the problem of massive matrix multiplication, which underlies many data analytic applications, in a large-scale distributed system comprising a group of worker nodes. W…