hep-ph · 2026-06-10 · No. 19
High Energy Physics - Phenomenology, 2026-06-10.
1 new papers in hep-ph. Titles, authors,
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01 — The papers
1 entries-
01
Efficient AI-Inspired Reduction of Feynman Integrals via Tube Seeding
Justin Berman, Francois Charton, Andres Luna, Matthias Wilhelm, Mao Zeng
hep-ph · cs.LG · hep-th
In this paper, we use machine learning to discover a new seeding strategy for integration-by-parts reduction of Feynman integrals, which is a frequent bottleneck in state-of-the-art calculations in theoretical particle and gravitational-wave physics. Our strategy allows us to reduce multi-loop integrals with large numerator powers via essentially the standard Laporta algorithm but with a sparse selection of seed integrals that grows only...
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