111 citations · 789 across the 37 of their papers we have counts for
5 papers · 1 filter
Machine learning for complete intersection Calabi-Yau manifolds: a methodological study
Harold Erbin, Riccardo Finotello
We revisit the question of predicting both Hodge numbers and of complete intersection Calabi-Yau (CICY) 3-folds using machine learning (ML), considering both th…
Inception Neural Network for Complete Intersection Calabi-Yau 3-folds
Harold Erbin, Riccardo Finotello
We introduce a neural network inspired by Google's Inception model to compute the Hodge number of complete intersection Calabi-Yau (CICY) 3-folds. This architecture impro…
Classical algebraic structures in string theory effective actions
Harold Erbin, Carlo Maccaferri, Martin Schnabl +1
We study generic properties of string theory effective actions obtained by classically integrating out massive excitations from string field theories based on cyclic homotopy algeb…
Topological defects and confinement with machine learning: the case of monopoles in compact electrodynamics
M. N. Chernodub, Harold Erbin, V. A. Goy +1
We investigate the advantages of machine learning techniques to recognize the dynamics of topological objects in quantum field theories. We consider the compact U(1) gauge theory i…
BRST cohomology of timelike Liouville theory
Teresa Bautista, Harold Erbin, Matěj Kudrna
We compute the Hermitian sector of the relative BRST cohomology of the spacelike and timelike Liouville theories with generic real central charge in each case, coupled to a s…