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20102026
most citedTowards A Deeper Geometric, Analytic and Algorithmic Understanding of Margins

16 citations · 42 across the 20 of their papers we have counts for

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math.OC2025

Linear Convergence and Error Bounds for Optimization Without Strong Convexity

Kira van Treek, Javier F. Peña, Juan C. Vera +1

Many optimization algorithms$\unicode{x2013}$including gradient descent, proximal methods, and operator splitting techniques$\unicode{x2013}$can be formulated as fixed-point iterat…

quant-ph2025

First-order and interior-point methods for entanglement detection

Javier Pena, Vikesh Siddhu, Sridhar Tayur

Quantum entanglement lies at the heart of quantum information science, yet its reliable detection in high-dimensional or noisy systems remains a fundamental computational challenge…