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Hyunju Kim

1 paper indexed

arxivmath.OCcs.LGcs.NEmath.NA2026-07-16

Fast and Scalable Caputo Fractional Gradient Descent via Perturbation-Preserving Memory Compression

Hwanseo Lee, Junseo Lee, Hyunju Kim

Fractional gradient descent (FGD) incorporates long-range memory through Caputo-type operators and has been shown to improve stability in ill-conditioned and nonconvex optimization problems. Despite these advantages, its practical use remains limited, mainly due to the high compu…

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