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GeNIOS: an (almost) second-order operator-splitting solver for large-scale convex optimization | Synapse
March 3, 2026
GeNIOS: an (almost) second-order operator-splitting solver for large-scale convex optimization
TD
Theo Diamandis
ZF
Zachary Frangella
SZ
Shipu Zhao
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Key Points
GeNIOS efficiently solves large-scale convex optimization problems, providing improved speed compared to traditional methods.
The solver operates using advanced operator-splitting techniques and shows significant improvements in convergence rates.
Recent tests indicate a reduction in computational time by up to 30% on selected convex problems, highlighting its effectiveness.
Supports the development of numerical methods for solving complex optimization tasks efficiently, aiming for wider application.
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Diamandis et al. (Tue,) studied this question.
synapsesocial.com/papers/69a75b43c6e9836116a224ac
https://doi.org/https://doi.org/10.1007/s12532-025-00301-2
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