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paperarXivTrust 82 · PrimaryPublished 25d agoLive · 22d ago

Barzilai-Borwein Fails Superlinear Convergence on an Open Set of Quadratics for Every Dimension $n\geq 4$

Barzilai--Borwein (BB) method has shown strong practical performance in continuous optimization, yet its convergence dynamics remains poorly understood. In particular, a central unresolved question is whether BB converges superlinearly for almost every strictly convex quadratic problem and initialization. We provide a negative answer to this question. Specifically, for every finite dimension $n\geq4$, we construct a nonempty open, hence positive-Lebesgue-measure, family of strictly convex quadratic problems and initial points for which the long Barzilai--Borwein method (BB1) converges but cann

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  • LinkedLinked via arxiv author · 85%Dawei Li

    Barzilai-Borwein Fails Superlinear Convergence on an Open Set of Quadratics for Every Dimension $n\geq 4$

  • LinkedLinked via arxiv author · 85%Xiaotian Jiang

    Barzilai-Borwein Fails Superlinear Convergence on an Open Set of Quadratics for Every Dimension $n\geq 4$

  • LinkedLinked via arxiv author · 85%Mingyi Hong

    Barzilai-Borwein Fails Superlinear Convergence on an Open Set of Quadratics for Every Dimension $n\geq 4$

  • FuzzyOverlapping authors or contributors · 62%affaan-m/ECC

    Shared author/contributor keys: jiang

  • FuzzyOverlapping authors or contributors · 62%BerriAI/litellm

    Shared author/contributor keys: jiang

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