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Conformal Bootstrap in the Age of AI

Theoretical Physics, Quantum Physics and seminar by Kausik Ghosh, Institut des Hautes Études Scientifiques

Hosted by International Centre for Theoretical Physics

Tuesday 16:00–17:00 Rome (GMT+1)

Starts tomorrow

Trieste, Italy · Hybrid
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Abstract

The conformal bootstrap studies strongly coupled quantum field theories through symmetry, unitarity and crossing symmetry without relying on perturbation theory. This talk reviews recent analytic functional approaches to the numerical bootstrap and introduces new results. It then considers how machine learning could navigate consistent conformal field theories. Neural networks can construct crossing-symmetric correlators from limited physical input; their tendency toward simple, smooth solutions may reveal additional organizing principles behind bootstrap constraints.

Topics

conformal bootstrapstrongly coupled quantum field theoriessymmetryunitaritycrossing symmetrynumerical bootstrapconformal field theoriesneural networks