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We investigate different approaches to machine learning of line bundle cohomology on complex surfaces as well as on Calabi-Yau three-folds. Standard function learning based on simple fully connected networks with logistic sigmoids is…

High Energy Physics - Theory · Physics 2020-02-19 Callum R. Brodie , Andrei Constantin , Rehan Deen , Andre Lukas

The moduli space of multiply-connected Calabi-Yau threefolds is shown to contain codimension-one loci on which the corresponding variety develops a certain type of hyperquotient singularity. These have local descriptions as discrete…

High Energy Physics - Theory · Physics 2011-06-28 Rhys Davies

We present a new method to solve the holomorphic anomaly equations governing the free energies of type B topological strings. The method is based on direct integration with respect to the non-holomorphic dependence of the amplitudes, and…

High Energy Physics - Theory · Physics 2010-02-03 Thomas W. Grimm , Albrecht Klemm , Marcos Marino , Marlene Weiss

We extend our variant of mirror symmetry for K3 surfaces \cite{GN3} and clarify its relation with mirror symmetry for Calabi-Yau manifolds. We introduce two classes (for the models A and B) of Calabi-Yau manifolds fibrated by K3 surfaces…

alg-geom · Mathematics 2014-10-13 Valeri A. Gritsenko , Viacheslav V. Nikulin

We determine the Nakayama automorphism of the almost Calabi-Yau algebra A associated to the braided subfactors or nimrep graphs associated to each SU(3) modular invariant. We use this to determine a resolution of A as an A-A bimodule, which…

Operator Algebras · Mathematics 2014-03-05 David E. Evans , Mathew Pugh

Motivated by SU(3) structure compactifications, we show explicitly how to construct half--flat topological mirrors to Calabi--Yau manifolds with NS fluxes. Units of flux are exchanged with torsion factors in the cohomology of the mirror;…

High Energy Physics - Theory · Physics 2009-11-11 Alessandro Tomasiello

We study the limit of Calabi-Yau modular forms, and in particular, those resulting in classical modular forms. We then study two parameter families of elliptically fibred Calabi-Yau fourfolds and describe the modular forms arising from the…

Algebraic Geometry · Mathematics 2015-11-05 Babak Haghighat , Hossein Movasati , Shing-Tung Yau

We review briefly the characteristic topological data of Calabi--Yau threefolds and focus on the question of when two threefolds are equivalent through related topological data. This provides an interesting test case for machine learning…

High Energy Physics - Theory · Physics 2022-02-16 Vishnu Jejjala , Washington Taylor , Andrew Turner

We apply deep-learning techniques to the string landscape, in particular, $SO(32)$ heterotic string theory on simply-connected Calabi-Yau threefolds with line bundles. It turns out that three-generation models cluster in particular islands…

High Energy Physics - Theory · Physics 2020-05-13 Hajime Otsuka , Kenta Takemoto

We introduce unsupervised machine learning techniques in order to identify toric phases of 4d N=1 supersymmetric gauge theories corresponding to the same toric Calabi-Yau 3-fold. These 4d N=1 supersymmetric gauge theories are worldvolume…

High Energy Physics - Theory · Physics 2023-11-13 Rak-Kyeong Seong

We construct decomposed spectral covers for bundles on elliptically fibered Calabi-Yau threefolds whose structure groups are S(U(1) x U(4)), S(U(2) x U(3)) and S(U(1) x U(1) x U(3)) in heterotic string compactifications. The decomposition…

High Energy Physics - Theory · Physics 2015-06-04 Kang-Sin Choi , Hirotaka Hayashi

For an oriented manifold $M$ and a compact subanalytic Legendrian $\Lambda \subseteq S^*M$, we construct a canonical strong smooth relative Calabi--Yau structure on the microlocalization at infinity and its left adjoint $m_\Lambda^l:…

Symplectic Geometry · Mathematics 2024-08-09 Christopher Kuo , Wenyuan Li

We extend previous computations of Calabi-Yau metrics on projective hypersurfaces to free quotients, complete intersections, and free quotients of complete intersections. In particular, we construct these metrics on generic quintics,…

High Energy Physics - Theory · Physics 2015-03-13 Volker Braun , Tamaz Brelidze , Michael R. Douglas , Burt A. Ovrut

We develop methods to compute holomorphic Yukawa couplings for heterotic compactifications on complete intersection Calabi-Yau manifolds, generalising results of an earlier paper for Calabi-Yau hypersurfaces. Our methods are based on…

High Energy Physics - Theory · Physics 2017-03-08 Stefan Blesneag , Evgeny I. Buchbinder , Andre Lukas

We apply a machine learning technique for identifying the topological charge of quantum gauge configurations in four-dimensional SU(3) Yang-Mills theory. The topological charge density measured on the original and smoothed gauge…

High Energy Physics - Lattice · Physics 2021-02-01 Takuya Matsumoto , Masakiyo Kitazawa , Yasuhiro Kohno

A construction of Calabi-Yaus as quotients of products of lower-dimensional spaces in the context of weighted hypersurfaces is discussed, including desingularisation. The construction leads to Calabi-Yaus which have a fiber structure, in…

Algebraic Geometry · Mathematics 2023-09-12 Bruce Hunt , Rolf Schimmrigk

Machine learning techniques are used to predict theoretical constraints such as unitarity and boundedness from below in extensions of the Standard Model. This approach has proven effective for models incorporating additional SU(2) scalar…

High Energy Physics - Phenomenology · Physics 2025-12-19 Darius Jurčiukonis

We perform model searches on smooth Calabi-Yau compactifications for both the supersymmetric E8xE8 and SO(32) as well as for the non-supersymmetric SO(16)xSO(16) heterotic strings simultaneously. We consider line bundle backgrounds on both…

High Energy Physics - Theory · Physics 2016-01-20 Stefan Groot Nibbelink , Orestis Loukas , Fabian Ruehle

In the context of string dualities, fibration structures of Calabi-Yau manifolds play a prominent role. In particular, elliptic and K3 fibered Calabi-Yau fourfolds are important for dualities between string compactifications with four flat…

High Energy Physics - Theory · Physics 2007-05-23 Falk Rohsiepe

We review recent work which has significantly sharpened our geometric understanding and interpretation of the moduli space of certain $N$=2 superconformal field theories. This has resolved some important issues in mirror symmetry and has…

High Energy Physics - Theory · Physics 2008-02-03 P. S. Aspinwall , B. R. Greene , D. R. Morrison
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