CORDIS Project
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This project focuses on statistical mechanics, particularly spin glasses, and their connection to machine learning. It aims to explore phase transitions in disordered systems and apply insights from spin glass theory to improve understanding of neural network training algorithms.
This project aims at tackling problems in statistical mechanics, with a primary focus on spin glasses, followed by an exploration of machine learning related questions.
Spin glasses, initially studied in the 1980s using non-rigorous methods by theoretical physicists, revealed complex behaviours which were previously unknown:
They conjectured that the phenomenon they depicted should be present in many more models such as neuronal networks.
From a mathematical perspective, spin glasses are disorde…
CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE CNRS
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