Community Research and Development Information Service - CORDIS

Final Report Summary - LCFA (Logarithmically Correlated Fields and their Applications)

This project deals with the extremal structure of logarithmically correlated random fields. A log-correlated
field can be thought of as a random surface with certain characteristic statistics: the correlation between the
value of the field at two points grows logarithmically with the distance between the two points. Such objects
are of interest for multiple reasons. From a mathematical point of view, they are very attractive, having a rich
structure waiting to be explored. From a physical point of view, it turns out that such fields are quite typical in
nature, either in a perceptible or imperceptible form. For instance, the surface of a crystal, the interface between
two mutually repellent liquids and the energy states of a thermodynamical system are often well represented by
such fields.
Although the study of such fields, goes a long way, it is only very recently that their extremal structure
has been properly treated. By extremal structure, we mean the highest (or lowest) values of the field - the
top peaks or the lowest valleys of the surface in the crystal example, for instance. Why do we care about
understanding the statistics of such high or low values? Well, from a mathematical point of view, we strive for
a better understanding of the random behavior of such fields, for the sake of knowledge itself. From a physical
point of view, however, these extreme values play an important role in various phenomena associated with such
fields. For instance, the distribution of the state of a thermodynamical system with such an underlying potential
is governed, at certain temperatures, by the extremes of the potential.
This project builds on a fundamental result by Marek Biskup (from UCLA) and myself, where we have
characterized the macroscopic extremal structure of a particular instance in this class, known as the discrete
Gaussian free field in two dimensions (DGFF). More explicitly, we have studied how the highest values of
the DGFF behave statistically macroscopically as the size of the system grows to infinity. If one thinks of the
crystal surface example, then we have identified the probabilistic law, according to which the highest peaks
are positioned relative to each other, but only at a macroscopic scale, namely if one “looks from afar”. If ones
“looks closely” at the crystal, then one will see the local correlations. If the surface of the crystal is very high
at some point, then at nearby points it will also be very high and so high values are organized in “clusters”.
Understanding the statistics of such clusters was the onset of this project.
In thefirst few months after we started thisproject, we wereindeed successful in understanding these cluster
configurations and thereby established a full asymptotic description of the extremal structure of the DGFF.
Understanding the extremal structure of the field, opened up the door for many interesting and important new
questions. First, we wanted to understand how the underlying domain, above which the field is defined (in
the crystal example, whether the base of the crystal is a disk or a square, for instance), effects the statistics of
the extreme values. This was also accomplished shortly after. It turned out that the underlying domain enters
the description of the asymptotic behavior in the form of a random object, called the “derivative martingale”,
which possesses many interesting results and relations – of great interest by themselves. Studying the derivative
martingale was another goal in this project and so far we have derived quite a few properties of it.
Another line of research problems comes from exponentiating the field. That is, taking the exponent of the
value of the field, instead of the value itself. This has quite a few interpretations in the realm of physics and
mathematics. For instance it can model the “Gibbs-Boltzmann” distribution of the state of a thermodynamical
system whose energy landscape is represented by the field. Such, so-called “spin-glass-type systems” are very
important in physics and their study when the underlying potential is log-correlated has been so far out of reach.
In the first half of this project, we have managed to find precise asymptotics for these distributions in the case
of the DGFF, thereby confirming a conjecture about their limiting law.
Once the state distributions of such spin-glass system is sufficiently understood, the next step is to study
its evolution. Namely, how such a thermodynamical system transitions from one state to another, before or
after it has reached equilibrium. This was yet another goal in the project and we managed to make satisfactory
progress here as well. Explicitly, we can describe asymptotically the evolution of the system with respect to
the DGFF potential, both at and just before equilibrium and at low enough temperature. In particular, we show
that the system exhibits so-called “aging”, that is a gradual slow down of the rate at which it evolves.
In the second half of the project we have managed to make further and considerable (and in some cases
exhaustive) progress in the various research directions outlined above. Specifically, we have studied the geom-
etry of the clusters and its interplay with the macroscopic landscape of the extreme level-sets. This allowed
for quantitative results concerning the extreme values of the field and the resolution of various conjectures on
this topic. We have also made the identification between the derivative martingale and the critical Liouville
quantum gravity measure (LQGM), which was again expected but not proved before. Further, we have stud-
ied the sub-extremal level sets and obtained connection between their limiting law and the sub-critical LQGM
measures. Finally we have demonstrated dynamical freezing for the above mentioned spin-glass dynamics at
post-equilibrium time scales and derived a scaling limit for them, which can be seen as the natural super-critical
analog of Liouville Brownian motion.

Reported by

TECHNION ISRAEL INSTITUTE OF TECHNOLOGY
Israel

Subjects

Life Sciences
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