Matches in SemOpenAlex for { <https://semopenalex.org/work/W3144499257> ?p ?o ?g. }
- W3144499257 abstract "Kitaev materials are promising materials for hosting quantum spin liquids and investigating the interplay of topological and symmetry-breaking phases. We use an unsupervised and interpretable machine-learning method, the tensorial-kernel support vector machine, to study the honeycomb Kitaev-$Gamma$ model in a magnetic field. Our machine learns the global classical phase diagram and the associated analytical order parameters, including several distinct spin liquids, two exotic $S_3$ magnets, and two modulated $S_3 times Z_3$ magnets. We find that the extension of Kitaev spin liquids and a field-induced suppression of magnetic order already occur in the large-$S$ limit, implying that critical parts of the physics of Kitaev materials can be understood at the classical level. Moreover, the two $S_3 times Z_3$ orders are induced by competition between Kitaev and $Gamma$ spin liquids and feature a different type of spin-lattice entangled modulation, which requires a matrix description instead of scalar phase factors. Our work provides a direct instance of a machine detecting new phases and paves the way towards the development of automated tools to explore unsolved problems in many-body physics." @default.
- W3144499257 created "2021-04-13" @default.
- W3144499257 creator A5001707504 @default.
- W3144499257 creator A5008397617 @default.
- W3144499257 creator A5039976884 @default.
- W3144499257 creator A5063679827 @default.
- W3144499257 creator A5071684320 @default.
- W3144499257 date "2021-04-05" @default.
- W3144499257 modified "2023-09-30" @default.
- W3144499257 title "Revealing the phase diagram of Kitaev materials by machine learning: Cooperation and competition between spin liquids" @default.
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