From the 1 of 7 linked papers with an AI index.
7 papers
Learning to Trace Seiberg Dualities
Jonathan J. Heckman, Shani Meynet, Alessandro Mininno +1
The paper applies machine learning, including transformers and MLPs, to identify Seiberg dualities in supersymmetric quiver gauge theories by learning quiver mutations, showing imp…
Exploring Line Bundle Standard Models with Transformers
Jacky H. T. Yip, Alessandro Mininno, Gary Shiu
We propose a Transformer-based Reinforcement Learning architecture, "LB-Explorer", to search for heterotic line bundle standard models arising from compactifications on smooth Cala…
Expanding the Weak Gravity Conjecture in AdS Space
Puxin Lin, Alessandro Mininno, Gary Shiu
In this work, we investigate the extension of our recent proposal for the Weak Gravity Conjecture (WGC) in AdS space to more general effective field theories. We first extend the c…
From Regular to Irregular: A Unified Origin for Argyres-Douglas Theories
Simone Giacomelli, William Harding, Noppadol Mekareeya +1
We propose that Argyres-Douglas theories of type and - both realizable as Type A class theories with irregular punctures -…
Discrete Gauging of 6d SCFTs and Wreathed 3d Quivers
Craig Lawrie, Thekla Lepper, Alessandro Mininno
We study the Higgs branch moduli space of certain 6d SCFTs after gauging their Green-Schwarz automorphism. We explain how to read the flavor symmetry of such…
Formulating the Weak Gravity Conjecture in AdS Space
Puxin Lin, Alessandro Mininno, Gary Shiu
We propose a version of the Weak Gravity Conjecture that applies to AdS spacetime. We find that the condition on the charge-to-mass ratio of a charged particle in AdS spacetime…