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cond-mat.stat-mech2026
Universality classes, Thermodynamics of Group Entropies, and Black Holes
Henrik Jeldtoft Jensen, Petr Jizba, Piergiulio Tempesta
Conventional Boltzmann--Gibbs statistical mechanics successfully describes systems with weak to moderate correlations, in which the number of accessible configurations grows…
cs.LG2026
Group Entropies and Mirror Duality: A Class of Flexible Mirror Descent Updates for Machine Learning
Andrzej Cichocki, Piergiulio Tempesta
We introduce a comprehensive theoretical and algorithmic framework that bridges formal group theory and group entropies with modern machine learning, paving the way for an infinite…