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Guang Lin

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#machine learning Preprint Sep 2026

A pullback-corrected scalar auxiliary variable optimizer with momentum and adaptive mobility

A pullback-corrected scalar auxiliary variable (PB--SAV) method, one scalar tracks the shifted objective while the component gradients build a positive semidefinite curvature correction of rank at most the number of components, reducing to a dense system whose order is the number of components.

Jia-Hao Zhang, Shi-Heng Zhang, Guang Lin · 0 citations
Preprint Sep 2025

Low-Rank Evolutionary Deep Neural Networks via Adaptive Tangent-Space Reduction

Numerical experiments demonstrate that LR-EDNN substantially reduces computational cost while maintaining the accuracy and qualitative fidelity of the full EDNN solver when the rank is chosen adequately.

Jia-Hao Zhang, Shi-Heng Zhang, Guang Lin · 1 citation

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