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Nature vs. Nurture in Discrete Spin Dynamics

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Book cover Sojourns in Probability Theory and Statistical Physics - I

Part of the book series: Springer Proceedings in Mathematics & Statistics ((PROMS,volume 298))

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Abstract

The problem of predictability, or “nature vs. nurture”, in both ordered and disordered Ising systems following a deep quench from infinite to zero temperature is reviewed. Two questions are addressed. The first deals with the nature of the final state: for an infinite system, does every spin flip infinitely often, or does every spin flip only finitely many times, or do some spins flip infinitely often and others finitely often? Once this question is determined, the evolution of the system from its initial state can be studied with attention to the issue of how much information contained in the final state depends on that contained in the initial state, and how much depends on the detailed history of the system. This problem has been addressed both analytically and numerically in several papers, and their main methods, results, and conclusions will be reviewed. The discussion closes with some open problems that remain to be addressed.

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References

  1. Arratia, R.: Site recurrence for annihilating random walks on \(\mathbb{Z}^d\). Ann. Prob. 11, 706–713 (1983)

    Google Scholar 

  2. Banavar, J.R., Cieplak, M., Maritan, A.: Optimal paths and domain walls in the strong disorder limit. Phys. Rev. Lett. 72, 2320–2323 (1994)

    Article  Google Scholar 

  3. Bray, A.J.: Theory of phase-ordering kinetics. Adv. Phys. 43, 357–459 (1994)

    Article  Google Scholar 

  4. See, for example, Bray, A., Moore, M.A.: Metastable states in spin glasses. J. Phys. C (Sol. St. Phys.) 13, L469–L476 (1980)

    Google Scholar 

  5. Cox, J.T., Griffeath, D.: Diffusive clustering in the two-dimensional voter model. Ann. Prob. 14, 347–370 (1986)

    Article  MathSciNet  Google Scholar 

  6. Creutz, M.: Deterministic Ising dynamics. Ann. Phys. 167, 62–72 (1986)

    Article  Google Scholar 

  7. Damron, M., Kogan, H., Newman, C., Sidoravicius, V.: Fixation for coarsening dynamics in \(2D\) slabs. Electron. J. Probab. 18(105), 20 (2013)

    Google Scholar 

  8. Damron, M., Kogan, H., Newman, C., Sidoravicius, V.: Coarsening with a frozen vertex. Electron. J. Probab. 21(9), 4 (2016)

    MathSciNet  MATH  Google Scholar 

  9. de Oliveira, P.M.C., Newman, C.M., Sidoravicius, V., Stein, D.L.: Ising ferromagnet: zero-temperature dynamical evolution. J. Phys. A 39, 6841–6849 (2006)

    Article  MathSciNet  Google Scholar 

  10. Derrida, B.: Random-energy model: limit of a family of disordered models. Phys. Rev. Lett. 45, 79–82 (1980)

    Article  MathSciNet  Google Scholar 

  11. Derrida, B.: Random-energy model: an exactly solvable model of disordered systems. Phys. Rev. B 24, 2613–2626 (1981)

    Article  MathSciNet  Google Scholar 

  12. Derrida, B., Bray, A.J., Godreche, C.: Non-trivial exponents in the zero temperature dynamics of the \(1D\) Ising and Potts models. J. Phys. A: Math. Gen. 27, L357–L361 (1994)

    Google Scholar 

  13. Derrida, B., Hakim, V., Pasquier, V.: Exact first-passage exponents of \(1D\) domain growth: relation to a reaction-diffusion model. Phys. Rev. Lett. 75, 751–754 (1995)

    Google Scholar 

  14. Derrida, B., Hakim, V., Pasquier, V.: Exact exponent for the number of persistent spins in the zero-temperature dynamics of the one-dimensional Potts model. J. Stat. Phys. 85, 763–797 (1996)

    Article  MathSciNet  Google Scholar 

  15. Edwards, S., Anderson, P.W.: Theory of spin glasses. J. Phys. F 5, 965–974 (1975)

    Article  Google Scholar 

  16. Fontes, L.R., Isopi, M., Newman, C.M., Stein, D.L.: Aging in \(1D\) discrete spin models and equivalent systems. Phys. Rev. Lett. 87, 110201 (2001)

    Google Scholar 

  17. Gandolfi, A., Newman, C.M., Stein, D.L.: Zero-temperature dynamics of \(\pm J\) spin glasses and related models. Commun. Math. Phys. 214, 373–387 (2000)

    Google Scholar 

  18. Gheissari, R., Newman, C.M., Stein, D.L.: Zero-temperature dynamics in the dilute Curie–Weiss model. J. Stat. Phys. 172, 1009–1028 (2018)

    Article  MathSciNet  Google Scholar 

  19. Grassberger, P.: Damage spreading and critical exponents for Ising dynamics. Phys. A 214, 547–559 (1995)

    Article  Google Scholar 

  20. Kauffman, S., Levin, S.A.: Towards a general theory of adaptive walks on rugged landscapes. J. Theor. Biol. 1281, 11–45 (1987)

    Article  MathSciNet  Google Scholar 

  21. Nanda, S., Newman, C.M., Stein, D.L.: Dynamics of Ising spin systems at zero temperature. Amer. Math. Soc. Transl. 2, 183–194 (2000). In On Dobrushin’s Way (from Probability Theory to Statistical Physics), R. Minlos, S. Shlosman and Y. Suhov, eds

    Google Scholar 

  22. Newman, C.M., Stein, D.L.: Spin-glass model with dimension-dependent ground state multiplicity. Phys. Rev. Lett. 72, 2286–2289 (1994)

    Article  Google Scholar 

  23. Newman, C.M., Stein, D.L.: Ground state structure in a highly disordered spin glass model. J. Stat. Phys. 82, 1113–1132 (1996)

    Article  MathSciNet  Google Scholar 

  24. Newman, C.M., Stein, D.L.: Equilibrium pure states and nonequilibrium chaos. J. Stat. Phys. 94, 709–722 (1999)

    MathSciNet  MATH  Google Scholar 

  25. Newman, C.M., Stein, D.L.: Blocking and persistence in the zero-temperature dynamics of homogeneous and disordered Ising models. Phys. Rev. Lett. 82, 3944–3947 (1999)

    Article  Google Scholar 

  26. Newman, C.M., Stein, D.L.: Metastable states in spin glasses and disordered ferromagnets. Phys. Rev. E 60, 5244–5260 (1999)

    Article  MathSciNet  Google Scholar 

  27. Sherrington, D., Kirkpatrick, S.: Solvable model of a spin glass. Phys. Rev. Lett. 35, 1792–1796 (1975)

    Article  Google Scholar 

  28. Song, Y., Gheissari, R., Newman, C., Stein, D.L.: Searching for local minima in a random landscape. In preparation

    Google Scholar 

  29. Spirin, V., Krapivsky, P.L., Redner, S.: Fate of zero-temperature Ising ferromagnets. Phys. Rev. E 63, 036118 (2000)

    Article  Google Scholar 

  30. Spirin, V., Krapivsky, P.L., Redner, S.: Freezing in Ising ferromagnets. Phys. Rev. E 65, 016119 (2001)

    Article  Google Scholar 

  31. Stanley, H.E., Stauffer, D., Kertesz, J., Hermann, H.: Dynamics of spreading phenomena in two-dimensional Ising models. Phys. Rev. Lett. 59, 2326–2328 (1987)

    Article  Google Scholar 

  32. Stauffer, D.: Ising spinodal decomposition at \(T=0\) in one to five dimensions. J. Phys. A: Math. Gen. 27, 5029–5032 (1994)

    Google Scholar 

  33. Wang, L., Gheissari, R., Newman, C., Stein, D.L.: Nature vs. nurture: dynamical evolution in disordered Ising ferromagnets. In: Gayrard, V., Arguin, L.-P., Kistler, N., Kourkova, I. (eds.) Statistical Mechanics of Classical and Disordered Systems. Springer, New York (2019). to appear

    Google Scholar 

  34. Ye, J., Machta, J., Newman, C., Stein, D.L.: Nature vs. nurture: predictability in zero-temperature Ising dynamics. Phys. Rev. E 88, 040101 (2013)

    Article  Google Scholar 

  35. Ye, J., Gheissari, R., Machta, J., Newman, C., Stein, D.L.: Zero-temperature dynamics in the dilute Curie-Weiss model. J. Stat. Phys. 172, 1009–1028 (2018)

    Article  MathSciNet  Google Scholar 

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Acknowledgments

I thank my collaborators on various aspects of this work—Reza Gheissari, Jon Machta, Chuck Newman, Paolo Maurilo de Oliveira, Vladas Sidoravicius, Eric Song, Lily Wang, and Jing Ye—for a productive and enjoyable collaboration. And of course, happy birthday (again) to Chuck!

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Correspondence to Daniel L. Stein .

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Stein, D.L. (2019). Nature vs. Nurture in Discrete Spin Dynamics. In: Sidoravicius, V. (eds) Sojourns in Probability Theory and Statistical Physics - I. Springer Proceedings in Mathematics & Statistics, vol 298. Springer, Singapore. https://doi.org/10.1007/978-981-15-0294-1_11

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