SPIN GLASS MODELS FROM THE POINT OF VIEW OF SPIN DISTRIBUTIONS

• 成果类型: Article
• 署名作者: Panchenko, Dmitry
• 署名单位: Texas A&M University System; Texas A&M University College Station
• 刊物名称: ANNALS OF PROBABILITY
• ISSN/ISSBN: 0091-1798
• DOI: 10.1214/11-AOP696
• 发表日期: 2013
• 页码: 1315-1361
• 关键词: ghirlanda-guerra identities; systems; bounds; ultrametricity; cascades; FIELDS

摘要

In many spin glass models, due to the symmetry among sites, any limiting joint distribution of spins under the annealed Gibbs measure admits the Aldous-Hoover representation encoded by a function sigma : [0, 1](4) -> {-1, +1}, and one can think of this function as a generic functional order parameter of the model. In a class of diluted models, and in the Sherrington -Kirkpatrick model, we introduce novel perturbation's of the Hamiltonian that yield certain invariance and self-consistency equations for this generic functional order parameter and we use these invariance properties to obtain representations for the free energy in terms of sigma. In the setting of the Sherrington-Kirkpatrick model, the self-consistency equations imply that the joint distribution of spins is determined by the joint distributions of the overlaps, and we give an explicit formula for sigma under the Parisi ultrametricity hypothesis. In addition, we discuss some connections with the Ghirlanda-Guerra identities and stochastic stability and describe the expected Parisi ansatz in the diluted models in terms of sigma.