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Symmetric Langevin spin glass dynamics. (English) Zbl 0954.60031

Summary: We study the asymptotic behavior of symmetric spin glass dynamics in the Sherrington-Kirkpatrick model as proposed by Sompolinsky-Zippelius. We prove that the averaged law of the empirical measure on the path space of these dynamics satisfies a large deviation upper bound in the high temperature regime. We study the rate function which governs this large deviation upper bound and prove that it achieves its minimum value at a unique probability measure \(Q\) which is not Markovian. We deduce an averaged and a quenched law of large numbers. We then study the evolution of the Gibbs measure of a spin glass under Sompolinsky-Zippelius dynamics. We also prove a large deviation upper bound for the law of the empirical measure and describe the asymptotic behavior of a spin on path space under this dynamic in the high temperature regime.

MSC:

60F10 Large deviations
60H10 Stochastic ordinary differential equations (aspects of stochastic analysis)
60K35 Interacting random processes; statistical mechanics type models; percolation theory
82C44 Dynamics of disordered systems (random Ising systems, etc.) in time-dependent statistical mechanics
82C31 Stochastic methods (Fokker-Planck, Langevin, etc.) applied to problems in time-dependent statistical mechanics
82C22 Interacting particle systems in time-dependent statistical mechanics
Full Text: DOI

References:

[1] Aizenman, M., Lebowitz, J. L. and Ruelle, D. (1987). Some rigorous results on the Sherrington-Kirkpatrick spin glass model. Comm. Math. Phys. 112 3-20. · Zbl 1108.82312 · doi:10.1007/BF01217677
[2] Ben Arous, G. and Brunaud, M. (1990). Methode de Laplace: étude variationnelle des fluctuations de diffusions de type ”champ moyen.” Stochastics 31-32 79-144. · Zbl 0705.60046 · doi:10.1080/03610919008833649
[3] Ben Arous, G. and Guionnet, A. (1995). Large deviations for Langevin spin glass dynamics. Probab. Theory Related Fields 102 455-509. · Zbl 0830.60017 · doi:10.1007/BF01198846
[4] Ben Arous, G. and Guionnet, A. (1997). Langevin dynamics for Sherrington-Kirkpatrick spin glasses. Proceedings of a Conference on Spin Glasses, Berlin 1996. · Zbl 0899.60089
[5] Bovier, A., Gayrard, V. and Picco, P. (1995). Gibbs states of the Hopfield model with extensively many patterns. J. Statist. Phys. 79 395-414. · Zbl 1081.82570 · doi:10.1007/BF02179395
[6] Comets, F. and Neveu, J. (1995). The Sherrington-Kirkpatrick model of spin glass and stochastic calculus: the high temperature case. Comm. Math. Phys. 166 549-564. · Zbl 0811.60098 · doi:10.1007/BF02099887
[7] Dawson, D. A. and Gartner, J. (1987). Large deviations from the McKean-Vlasov limit for weakly interacting diffusions. Stochastics 20 247-308. · Zbl 0613.60021 · doi:10.1080/17442508708833446
[8] Deuschel, J-D. and Stroock, D. W. (1989). Large Deviations. Academic Press, New York. · Zbl 0675.60086 · doi:10.1214/aop/1176991495
[9] Fr öhlich, J. and Zegarlinski, B. (1987). Some comments on the Sherrington-Kirkpatrick model of spin glasses. Comm. Math. Phys. 112 553-566. · doi:10.1007/BF01225372
[10] Guionnet, A. (1995). Dynamique de Langevin d’un verre de spins. Ph.D dissertation, Univ. Paris Sud, n. 3616.
[11] Guionnet, A. (1997). Averaged and quenched propagation of chaos for Langevin spin glass dynamics. Probab. Theory Related Fields. · Zbl 0888.60088 · doi:10.1007/s004400050130
[12] Mezard, M., Parisi, G. and Virasoro, M. (1987). Spin glass theory and beyond. Lecture Notes Phys. 9. World Scientific, Teaneck, NJ. · Zbl 0992.82500
[13] Neveu, J. (1968). Processus Aléatoires Gaussiens. Presses de l’université de Montréal. · Zbl 0192.54701
[14] Revuz, D. and Yor, M. (1991). Continuous Martingales and Brownian Motion. Springer, New York. · Zbl 0731.60002
[15] Sompolinsky, H. and Zippelius, A. (1981). Phys. Rev. Lett. 47 359.
[16] Sznitman, A.-S. (1984). Équation de type de Boltzmann, spatialement homog enes. Z. Wahrsch. Verw. Gebiete 66 559-592. · Zbl 0553.60069 · doi:10.1007/BF00531891
[17] Talagrand, M. (1995). Concentration of measure and isoperimetric inequalities in product space. Inst. Hautes Etudes Sci. Publ. Math. 81 73-205. · Zbl 0864.60013 · doi:10.1007/BF02699376
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