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Learning-Augmented Quasi-Gradient Operators for Constrained Optimization: A Contraction–Bias–Variance Decomposition.

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Title: Learning-Augmented Quasi-Gradient Operators for Constrained Optimization: A Contraction–Bias–Variance Decomposition.
Authors: Pérez-Lechuga, Gilberto1 (AUTHOR) gilberto.pl@cdmadero.tecnm.mx, Coronel García, Marco Antonio1 (AUTHOR), Martínez Salazar, Ana Lidia1 (AUTHOR)
Source: Mathematics (2227-7390). Apr2026, Vol. 14 Issue 7, p1202. 33p.
Database: Academic Search Ultimate
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  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. Apr2026, Vol. 14 Issue 7, p1202. 33p.
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        Value: 10.3390/math14071202
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        Text: English
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      – TitleFull: Learning-Augmented Quasi-Gradient Operators for Constrained Optimization: A Contraction–Bias–Variance Decomposition.
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              Text: Apr2026
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