Výsledky vyhledávání - "Rios, Francisco A."

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On a fibrational construction for optics, lenses, and Dialectica categories

Autor: Capucci, Matteo, Gavranović, Bruno, Malik, Abdullah, Rios, Francisco, Weinberger, Jonathan

Publikováno v: Electronic Notes in Theoretical Informatics and Computer Science, Volume 4 - Proceedings of MFPS XL (December 11, 2024) entics:14638

Categories of lenses/optics and Dialectica categories are both comprised of bidirectional morphisms of basically the same form. In this work we show how they can be considered a special case of an overarching fibrational construction, generalizing Ho

Externí odkaz: http://arxiv.org/abs/2403.16388

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Adiabatic Quantum Support Vector Machines

Autor: Date, Prasanna, Woun, Dong Jun, Hamilton, Kathleen, Perez, Eduardo A. Coello, Shekhar, Mayanka Chandra, Rios, Francisco, Gounley, John, Suh, In-Saeng, Humble, Travis, Tourassi, Georgia

Adiabatic quantum computers can solve difficult optimization problems (e.g., the quadratic unconstrained binary optimization problem), and they seem well suited to train machine learning models. In this paper, we describe an adiabatic quantum approac

Externí odkaz: http://arxiv.org/abs/2401.12485

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Identifying overparameterization in Quantum Circuit Born Machines

Autor: Delgado, Andrea, Rios, Francisco, Hamilton, Kathleen E.

In machine learning, overparameterization is associated with qualitative changes in the empirical risk landscape, which can lead to more efficient training dynamics. For many parameterized models used in statistical learning, there exists a critical

Externí odkaz: http://arxiv.org/abs/2307.03292

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