Rate Distortion Theorem and the Multicritical Point of Spin Glass

07/01/2019
by   Tatsuto Murayama, et al.
0

A spin system can be thought of as an information coding system that transfers information of the interaction configuration into information of the equilibrium state of the spin variables. Hence it can be expected that the relations between the interaction configuration and equilibrium states are consistent with the known laws of information theory. We show that Shannon's rate-distortion theorem together with reasonable assumptions can be used to obtain a constraint on the location of the multi-critical phase point for a family of the Bethe lattice ± J model.

READ FULL TEXT
research
04/12/2022

On the Rate-Distortion-Perception Function

Rate-distortion-perception theory generalizes Shannon's rate-distortion ...
research
08/24/2018

Introducing the Perception-Distortion Tradeoff into the Rate-Distortion Theory of General Information Sources

Blau and Michaeli recently introduced a novel concept for inverse proble...
research
08/14/2023

Successive Refinement of Shannon Cipher System Under Maximal Leakage

We study the successive refinement setting of Shannon cipher system (SCS...
research
02/18/2022

Information Decomposition Diagrams Applied beyond Shannon Entropy: A Generalization of Hu's Theorem

In information theory, one major goal is to find useful functions that s...
research
01/12/2020

One shot approach to lossy source coding under average distortion constraints

This paper present a one shot analysis of the lossy compression problem ...
research
01/05/2019

Exponential Strong Converse for Successive Refinement with Causal Decoder Side Information

We revisit the successive refinement problem with causal decoder side in...
research
09/09/2022

A Variational Approach to Parameter Estimation for Characterizing 2-D Cluster Variation Method Topographies

One of the biggest challenges in characterizing 2-D topographies is succ...

Please sign up or login with your details

Forgot password? Click here to reset