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- W2891834385 abstract "Different techniques from machine learning are applied to the problem of computing line bundle cohomologies of (hypersurfaces in) toric varieties. While a naive approach of training a neural network to reproduce the cohomologies fails in the general case, by inspecting the underlying functional form of the data we propose a second approach. The cohomologies depend in a piecewise polynomial way on the line bundle charges. We use unsupervised learning to separate the different polynomial phases. The result is an analytic formula for the cohomologies. This can be turned into an algorithm for computing analytic expressions for arbitrary (hypersurfaces in) toric varieties." @default.
- W2891834385 created "2018-09-27" @default.
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- W2891834385 date "2019-02-01" @default.
- W2891834385 modified "2023-10-09" @default.
- W2891834385 title "Machine learning line bundle cohomologies of hypersurfaces in toric varieties" @default.
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- W2891834385 doi "https://doi.org/10.1016/j.physletb.2019.01.002" @default.
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