A BART transformer can generate gauge-invariant Lagrangians from field content with over 90% accuracy on in-distribution data, though its performance drops on realistic Standard Model benchmarks.
Renormalization: general theory
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We review the theory of renormalization, including perturbative renormalization, regularized functional integrals, Renormalization Group and rigorous renormalization.
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Generating particle physics Lagrangians with transformers
A BART transformer can generate gauge-invariant Lagrangians from field content with over 90% accuracy on in-distribution data, though its performance drops on realistic Standard Model benchmarks.