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20242026
most citedLearning BPS Spectra and the Gap Conjecture

6 citations · 8 across the 9 of their papers we have counts for

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hep-th2024★ 6 cited

Learning BPS Spectra and the Gap Conjecture

Sergei Gukov, Rak-Kyeong Seong

We explore statistical properties of BPS q-series for 3d N=2 strongly coupled supersymmetric theories that correspond to a particular family of 3-manifolds Y. We discover that gaps…

hep-th2024

Rigor with Machine Learning from Field Theory to the Poincaré Conjecture

Sergei Gukov, James Halverson, Fabian Ruehle

Machine learning techniques are increasingly powerful, leading to many breakthroughs in the natural sciences, but they are often stochastic, error-prone, and blackbox. How, then, s…