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Statistical mechanics of deep learning

Freya Behrens
2024
Journal Articles

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Freya Behrens
2024
Journal Articles

Official source

Related publications (26)

https://infoscience.epfl.ch/entities/publication/5e568215-f0ae-4f55-b9d1-7952ac1f5665

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Related publications (26)

Optimizing fairness and utility in healthcare machine learning models

Gökhan Özbulak

Demographic fairness or equity is a crucial aspect of machine learning models, particularly in critical domains such as healthcare, where errors can have severe consequences. A fair model avoids making distinctions between groups with different sensitive o ...

2025

Toward Autonomous Laser Manufacturing: Solving Key Challenges in Optimization, Monitoring, and Control

Giulio Masinelli

Laser material processing (LMP) has revolutionized modern manufacturing, emerging as a cornerstone technology valued for its precision, speed, and versatility, especially in high-stakes sectors like aerospace, automotive, and medical device production. Des ...

EPFL2025

On the atypical solutions of the symmetric binary perceptron

Lenka Zdeborová, Florent Gérard Krzakala, Damien Yves Valery Barbier

We study the random binary symmetric perceptron problem, focusing on the behavior of rare high-margin solutions. While most solutions are isolated, we demonstrate that these rare solutions are part of clusters of extensive entropy, heuristically correspond ...

Iop Publishing Ltd2024