Tipus de document

Article

Versió

Versió publicada

Data de publicació

Llicència de publicació

cc-by (c)  Bea, Y. et al., 2024
Si us plau utilitzeu sempre aquest identificador per citar o enllaçar aquest document: https://hdl.handle.net/2445/222139

Gravitational duals from equations of state

Títol de la revista

Director/Tutor

ISSN de la revista

Títol del volum

Resum

Holography relates gravitational theories in five dimensions to four-dimensionalquantum field theories in flat space. Under this map, the equation of state of the field theoryis encoded in the black hole solutions of the gravitational theory. Solving the five-dimensionalEinstein’s equations to determine the equation of state is an algorithmic, direct problem.Determining the gravitational theory that gives rise to a prescribed equation of state is amuch more challenging, inverse problem. We present a novel approach to solve this problembased on physics-informed neural networks. The resulting algorithm is not only data-drivenbut also informed by the physics of the Einstein’s equations. We successfully apply it totheories with crossovers, first- and second-order phase transitions

Citació

Citació

BEA, Yago, et al. Gravitational duals from equations of state. Journal of High Energy Physics. 2024. Vol. 2024. ISSN 1126-6708. [consulted: 28 of June of 2026]. Available at: https://hdl.handle.net/2445/222139

Exportar metadades

JSON - METS

Compartir registre