The peculiar statistical mechanics of optimal learning machines

DOI10.1088/1742-5468/ab3aedzbMath1456.68158arXiv1904.09144OpenAlexW3101564413MaRDI QIDQ5131500

Matteo Marsili

Publication date: 8 November 2020

Published in: Journal of Statistical Mechanics: Theory and Experiment (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/1904.09144

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Foundations of equilibrium statistical mechanics (82B03) Statistical aspects of information-theoretic topics (62B10)

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A random energy approach to deep learning

Cites Work

• Are biological systems poised at criticality?
• Information Theory and Statistical Mechanics
• The unreasonable effectiveness of mathematics in the natural sciences. Richard courant lecture in mathematical sciences delivered at New York University, May 11, 1959
• On sampling and modeling complex systems
• Resolution and relevance trade-offs in deep learning
• Statistical criticality arises in most informative representations
• Universality classes for extreme-value statistics

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