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Particle physics and quantum field theory

Particle interactions, quantum fields, scattering amplitudes, and collider observables, including analytical and numerical calculations in specified theories.

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Neural networks produce compact scalar and graviton scattering expressions

Cheung, Dersy and Schwartz report a transformer-based simplifier that reduces long spinor-helicity expressions and produces new compact five-point scalar and graviton amplitude expressions, alongside recovering the known five-gluon Parke–Taylor expression.

Read original source Original amplitude-simplification paper v2arxiv.org

Original report: 2024-08-08

AI-assisted completion of the elliptic sector of a collider correlator

Schwartz and Zhang report an analytical expression for the remaining elliptic sector of the next-to-next-to-leading-order energy-energy correlator in N = 4 super Yang–Mills theory, relating its curve to the sunrise integral and expressing the answer through iterated Eisenstein integrals.

Read original source Original paper: The hidden sunrise in the energy-energy correlatorarxiv.org

Original report: 2026-10-07

AI-assisted recursion and formulas for single-minus graviton amplitudes

Guevara, Lupsasca, Skinner, Strominger and Weil report nonzero tree-level single-minus graviton amplitudes at half-collinear kinematics, solving a recursion as a sum over trees and obtaining a product of soft factors in a restricted decay region.

Read original source Original paper v2: single-minus graviton tree amplitudesarxiv.org

Original report: 2026-03-04

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Particle interactions, quantum fields, scattering amplitudes, and collider observables, including analytical and numerical calculations in specified theories.

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