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Bibliographic Details
Main Authors: Cao, Haotian, Merz, Garrett, Cranmer, Kyle, Shiu, Gary
Format: Preprint
Published: 2026
Subjects:
Online Access:https://arxiv.org/abs/2605.01072
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Table of Contents:
  • We study the use of transformers to reconstruct the compositions of tensor products of two-dimensional rational conformal field theories (RCFTs) based on their low-energy spectra. The task is challenging due to its combinatorial nature. The constituent theories are characterized by their central charges and affine Lie algebra labels. We achieve 98% accuracy in recovering the constituents of tensor products theories constructed from Wess-Zumino-Witten models. We further demonstrate that our method generalizes to CFTs with larger central charge and unseen classes of RCFTs by adding a small number of out-of-domain examples. Our results show that transformers are effective at this task and point towards a new tool for bulk reconstruction in AdS/CFT.