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cs.LG2021★ 5 cited
Quantum field theories, Markov random fields and machine learning
Dimitrios Bachtis, Gert Aarts, Biagio Lucini
The transition to Euclidean space and the discretization of quantum field theories on spatial or space-time lattices opens up the opportunity to investigate probabilistic machine l…
cs.LG2021★ 2 cited
Machine learning with quantum field theories
Dimitrios Bachtis, Gert Aarts, Biagio Lucini
The precise equivalence between discretized Euclidean field theories and a certain class of probabilistic graphical models, namely the mathematical framework of Markov random field…