hep-lat · 2026-07-29 · No. 68
High Energy Physics - Lattice, 2026-07-29.
1 new papers in hep-lat. Titles, authors,
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01 — The papers
1 entries-
01
Normalizing Flows to Reconstruct Pseudo-PDFs
Yamil Cahuana Medrano, Kostas Orginos
hep-lat · cs.LG · hep-ph
We investigate a normalizing-flow approach for reconstructing parton distribution functions (PDFs) from synthetic matrix-element data. Our framework combines Gaussian Process priors with invertible neural networks to learn a posterior distribution over PDFs consistent with limited Ioffe-time data. We demonstrate that the architecture preserves physical constraints and extrapolation properties.
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