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Physical Review Research

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Expert Systems with Applications (1)Phys. Rev. Research (1)

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Effective theory of collective deep learning

Lluís Arola-Fernández^* and Lucas Lacasa ^†

Instituto de Física Interdisciplinar y Sistemas Complejos IFISC (CSIC-UIB),Campus UIB, 07122 Palma de Mallorca, Spain

^*Contact author: lluisarolaf@gmail.com
^†Contact author: lucas@ifisc.uib-csic.es

Leveraging chaotic transients in the training of artificial neural networks

Pedro Jiménez-González, Miguel C. Soriano, and Lucas Lacasa

Phys. Rev. Research 8 L022032 (2026)

Towards certification: A complete statistical validation pipeline for supervised learning in industry

Lucas Lacasa, Abel Pardo, Pablo Arbelo, Miguel Sánchez-Domínguez, Noelia Bascones, Pablo Yeste, Alejandro Martínez-Cava, Gonzalo Rubio, Ignacio Gómez, Eusebio Valero, and Javier de Vicente

Expert Systems with Applications 277 127169 (2025)

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