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Machine Learning Toric Duality in Brane Tilings

hep-th · 2024-09-23 · unverdicted · novelty 5.0

Neural networks classify Seiberg dual classes on Z_m x Z_n orbifolds with R^2=0.988 and predict toric multiplicities for Y^{6,0} with mean absolute error 0.021 under fixed Kasteleyn representative.

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  • Machine Learning Toric Duality in Brane Tilings hep-th · 2024-09-23 · unverdicted · none · ref 19

    Neural networks classify Seiberg dual classes on Z_m x Z_n orbifolds with R^2=0.988 and predict toric multiplicities for Y^{6,0} with mean absolute error 0.021 under fixed Kasteleyn representative.