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L. U. Abdullaev

1 paper indexed

arxivcs.LGmath.PR2026-06-29

Data-Driven Energy-Based Learning via Gibbs Measures on Hierarchical Structures

L. U. Abdullaev, F. Herrera, U. A. Rozikov, M. V. Velasco

We introduce a data-driven probabilistic framework for learning systems based on Gibbs measures on hierarchical structures. Unlike standard empirical risk minimization, where a dataset is used to identify a single optimal parameter, our approach transforms the empirical loss func…

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