Coupled dynamics of fast spins and slow exchange interactions in the XY spin glass

We investigate an XY spin-glass model in which both spins and interactions (or couplings) evolve in time, but with widely separated time-scales. For large times this model can be solved using replica theory, requiring two levels of replicas, one level for the spins and one for the couplings. We define the relevant order parameters, and derive a phase diagram in the replica-symmetric approximation, which exhibits two distinct spin-glass phases. The first phase is characterized by freezing of the spins only, whereas in the second phase both spins and couplings are frozen. A detailed stability analysis also leads to two distinct corresponding de Almeida-Thouless lines, each marking continuous replica-symmetry breaking. Numerical simulations support our theoretical study.

[1]  R. W. Penney,et al.  Slow interaction dynamics in spin-glass models , 1994 .

[2]  Huzihiro Araki,et al.  International Symposium on Mathematical Problems in Theoretical Physics , 1975 .

[3]  Stability of the one-step replica-symmetry-broken phase in neural networks , 1992 .

[4]  R. W. Penney,et al.  Coupled dynamics of fast spins and slow interactions in neural networks and spin systems , 1993 .

[5]  Masatoshi Shiino,et al.  Memory Encoding by Oscillator Death , 1994 .

[6]  Irene A. Stegun,et al.  Handbook of Mathematical Functions. , 1966 .

[7]  H. Horner Dynamic mean field theory of the SK-spin glass , 1984 .

[8]  S. Kirkpatrick,et al.  Solvable Model of a Spin-Glass , 1975 .

[9]  Yoshiki Kuramoto,et al.  In International Symposium on Mathematical Problems in Theoretical Physics , 1975 .

[10]  M. Mézard,et al.  Partial annealing and overfrustration in disordered systems , 1994 .

[11]  S. Shinomoto Memory maintenance in neural networks , 1987 .

[12]  J. Hopfield,et al.  Dynamic properties of neural networks with adapting synapses , 1992 .

[13]  M. Mézard,et al.  Spin Glass Theory and Beyond , 1987 .

[14]  A. P. Young,et al.  Lack of Ergodicity in the Infinite-Range Ising Spin-Glass , 1982 .

[15]  V. Dotsenko,et al.  Partially annealed neural networks , 1994 .

[16]  S. Kirkpatrick,et al.  Infinite-ranged models of spin-glasses , 1978 .

[17]  D. Thouless,et al.  Stability of the Sherrington-Kirkpatrick solution of a spin glass model , 1978 .

[18]  Sherrington,et al.  Coupled dynamics of fast spins and slow interactions: An alternative perspective on replicas. , 1993, Physical review. B, Condensed matter.

[19]  G. Pasquariello,et al.  STOCHASTIC LEARNING IN A NEURAL NETWORK WITH ADAPTING SYNAPSES , 1997 .

[20]  D. Sherrington,et al.  Replica-symmetry breaking in perceptrons , 1996 .

[21]  Sebastiano Stramaglia,et al.  Dynamics of neural networks with nonmonotonic neurons and adapting synapses , 1998 .

[22]  N. Caticha From quenched to annealed: a study of the intermediate dynamics of disorder , 1994 .

[23]  V. Dotsenko,et al.  Statistical mechanics of training in neural networks , 1994 .