Heekang Song

Approximate Gradient Coding for Distributed Learning with Heterogeneous Stragglers

In this paper, we propose an optimally structured gradient coding scheme to mitigate the straggler problem in distributed learning. Conventional gradient coding methods often assume homogeneous straggler models or rely on excessive data replication, limiting performance in real-world heterogeneous s…