Deep learning and k-means clustering in heterotic string vacua with line bundles
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Publication:779316
DOI10.1007/JHEP05(2020)047zbMath1437.83145arXiv2003.11880MaRDI QIDQ779316
Publication date: 21 July 2020
Published in: Journal of High Energy Physics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/2003.11880
String and superstring theories in gravitational theory (83E30) Calabi-Yau manifolds (algebro-geometric aspects) (14J32) Calabi-Yau theory (complex-analytic aspects) (32Q25)
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Cites Work
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- Guts and exceptional branes in F-theory. II: Experimental predictions
- On free quotients of complete intersection Calabi-Yau manifolds
- Heterotic GUT and standard model vacua from simply connected Calabi--Yau manifolds
- D-branes and \(K\)-theory
- SO(32) heterotic standard model vacua in general Calabi-Yau compactifications
- SO(32) heterotic line bundle models
- Evolving neural networks with genetic algorithms to study the string landscape
- Machine learning in the string landscape
- Deep learning in the heterotic orbifold landscape
- Heterotic line bundle standard models
- Breaking GUT groups in \(F\)-theory
- Data science applications to string theory
- Getting CICY high
- Searching the landscape of flux vacua with genetic algorithms
- Branes with brains: exploring string vacua with deep reinforcement learning
- Realistic three-generation models from \(\mathrm{SO}(32)\) heterotic string theory
- Reducing the Dimensionality of Data with Neural Networks
- Hilbert's Tenth Problem is Unsolvable
- On Information and Sufficiency
- D-brane probes, RR tadpole cancellation and \(K\)-theory charge
