Search Results for author: Haibin Guan

Found 2 papers, 0 papers with code

Locally Random Alloy Codes with Channel Coding Theorems for Distributed Matrix Multiplication

no code implementations7 Feb 2022 Pedro Soto, Haibin Guan, Jun Li

Matrix multiplication is a fundamental operation in machine learning and is commonly distributed into multiple parallel tasks for large datasets.

Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent

no code implementations31 Jan 2022 Pedro Soto, Ilia Ilmer, Haibin Guan, Jun Li

Coded distributed computation has become common practice for performing gradient descent on large datasets to mitigate stragglers and other faults.

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