Rethinking Replica Analysis of Learning

JPS Hot Topics 2026

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DOI: 10.7566/jpsht.6.004
Cited by: 0

Abstract

The statistical physics analysis of learning parametric models was revisited by combining the replica method with a grand canonical ensemble and variational approach, enabling prediction error estimation for learning systems with real data.

Fields of Study & Subjects

Theoretical and Computational Physics Neural Networks and Applications Statistical Mechanics and Entropy

Publication details

Journal / source
JPS Hot Topics
Volume
6
Publication date
1 January 2026