Broken replica symmetry bounds in the mean field spin glass model

F Guerra - Communications in mathematical physics, 2003 - Springer
By using a simple interpolation argument, in previous work we have proven the existence of
the thermodynamic limit, for mean field disordered models, including the Sherrington …

The parisi formula

M Talagrand - Annals of mathematics, 2006 - JSTOR
The Parisi Formula Page 1 Annals of Mathematics, 163 (2006), 221-263 The Parisi formula By
Michel Talagrand* Dedicated to Francesco Guerra Abstract Using Guerra's interpolation …

[ΒΙΒΛΙΟ][B] Mean field models for spin glasses: Volume I: Basic examples

M Talagrand - 2010 - books.google.com
This is a new, completely revised, updated and enlarged edition of the author's Ergebnisse
vol. 46:" Spin Glasses: A Challenge for Mathematicians". This new edition will appear in two …

The thermodynamic limit in mean field spin glass models

F Guerra, FL Toninelli - Communications in Mathematical Physics, 2002 - Springer
We present a simple strategy in order to show the existence and uniqueness of the infinite
volume limit of thermodynamic quantities, for a large class of mean field disordered models …

The adaptive interpolation method: a simple scheme to prove replica formulas in Bayesian inference

J Barbier, N Macris - Probability theory and related fields, 2019 - Springer
In recent years important progress has been achieved towards proving the validity of the
replica predictions for the (asymptotic) mutual information (or “free energy”) in Bayesian …

Polar codes for channel and source coding

SB Korada - 2009 - infoscience.epfl.ch
The two central topics of information theory are the compression and the transmission of
data. Shannon, in his seminal work, formalized both these problems and determined their …

The layered structure of tensor estimation and its mutual information

J Barbier, N Macris, L Miolane - 2017 55th Annual Allerton …, 2017 - ieeexplore.ieee.org
We consider rank-one non-symmetric tensor estimation and derive simple formulas for the
mutual information. We start by the order 2 problem, namely matrix factorization. We treat it …

Analysis of regularized LS reconstruction and random matrix ensembles in compressed sensing

M Vehkaperä, Y Kabashima… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
The performance of regularized least-squares estimation in noisy compressed sensing is
analyzed in the limit when the dimensions of the measurement matrix grow large. The …

Deep Boltzmann machines: rigorous results at arbitrary depth

D Alberici, P Contucci, E Mingione - Annales Henri Poincaré, 2021 - Springer
A class of deep Boltzmann machines is considered in the simplified framework of a
quenched system with Gaussian noise and independent entries. The quenched pressure of …

Recent progress in spin glasses

N Kawashima, H Rieger - Frustrated Spin Systems, 2004 - World Scientific
The motivation that pulls researchers toward spin glasses is possibly not the potential future
use of spin glass materials in “practical” applications. It is rather the expectation that there …