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Second-Order Optimization with Asynchronous Curvature

Chayti, El Mahdi et al.
arXiv (All) · Papers
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machine-learningoptimization-and-control
Second-order methods make fast progress per iteration, but forming and factorizing the Hessian often dominates their wall-clock time. We study \emph{Split-Client}, a task-parallel design in which a curvature client factorizes Hessians in the background while a gradient client takes cubic-regularized
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