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From the 1 of 21 linked papers with an AI index.

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20242026
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21 papers

hep-th2026

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…

hep-th2026

Controlled Chaos in 4D SCFTs

Florent Baume, Atakan Çavuşoğlu, Vivek Chakrabhavi +1

Chaotic dynamics play an important role in a number of physical systems. One of the qualitative hallmarks of this behavior is the appearance of a sufficiently "complex" spectrum of…

hep-th2026

Quiver Approach to Symmetry Theories

Vivek Chakrabhavi, Mirjam Cvetič, Jonathan J. Heckman +1

Global symmetry anomalies of a quantum field theory (QFT) can be packaged as specific couplings of a higher-dimensional symmetry theory (SymTh). In this work we show that for 5D su…

hep-th2026

Generalized Complexity Distances and Non-Invertible Symmetries

Jonathan J. Heckman, Rebecca J. Hicks, Chitraang Murdia

Non-invertible symmetries of a quantum field theory (QFT) are a natural generalization of unitary symmetries, but in which the product of operators does not satisfy a group multipl…

hep-th2026

On the SymTFTs of Finite Non-Abelian Symmetries

Oren Bergman, Jonathan J. Heckman, Max Hübner +3

The -dimensional symmetry topological field theory (SymTFT) of a -dimensional absolute quantum field theory (QFT) provides a topological characterization of s…

hep-th2026

Extra-Dimensional η-Invariants and Anomaly Theories

Mirjam Cvetič, Ron Donagi, Jonathan J. Heckman +1

Anomalies of a quantum field theory (QFT) constitute fundamental non-perturbatively robust data. In this paper we extract anomalies of 5D superconformal field theories (SCFTs) dire…