2 papers
cs.IT2022
Random Alloy Codes and the Fundamental Limits of Coded Distributed Tensors
Pedro Soto
Tensors are a fundamental operation in distributed computing, \emph{e.g.,} machine learning, that are commonly distributed into multiple parallel tasks for large datasets. Straggle…
cs.LG2022
Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent
Pedro Soto, Ilia Ilmer, Haibin Guan +1
Coded distributed computation has become common practice for performing gradient descent on large datasets to mitigate stragglers and other faults. This paper proposes a novel algo…