hep-ph · 2026-08-25 · No. 95
High Energy Physics - Phenomenology, 2026-08-25.
1 new papers in hep-ph. Titles, authors,
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01 — The papers
1 entries-
01
Neural Boltzmann Equations
Jonas Spinner, Jack Shergold
hep-ph · cs.LG · stat.ML
The dynamics of particles in the early universe are described by Boltzmann equations, which involve high-dimensional phase-space integrals. Classical approaches use quadrature integration and evolve the system on a fixed momentum grid, which scales poorly to complicated systems and parameter scans, severely limiting the complexity of processes that can be studied. We introduce Neural Boltzmann Equations (NBEs), which combine three coupled...
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