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Hwanseo Lee

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Preprint Jul 2026

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

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 computational cost of evaluating history-depe...

Hwanseo Lee, Junseo Lee, Hyunju Kim · 0 citations

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