Paul Bourgade (Courant Institute, New York University)
Title: Fisher Hartwig asymptotics in dimension 2
Abstract: The Liouville quantum gravity measure is a properly normalized exponential of 2d log-correlated fields, such as the Gaussian free field. It is the volume form for the scaling limit of random planar maps and numerous statistical physics models. I will explain how this random measure naturally appears in random matrix theory either in space time from random matrix dynamics, or in space from the characteristic polynomial of random normal matrices. Central to these results are joint moments of characteristic polynomials for the Dyson Brownian motion, or for Ginibre matrices, which are analogues of Fisher Hartwig asymptotics in dimension 2.
Philippe Di Francesco (University of Illinois Urbana-Champaign / IPhT CEA Saclay)
Title: Pinecones and T-system: from exact enumeration to limit shapes
Abstract: We study solutions of the T-system a.k.a. the octahedron recurrence with special initial data along a ``mille-feuille" of slanted parallel planes. The exact solution is the partition function of weighted dimer coverings of suitable graphs, identified with the ``pinecones" introduced by Bousquet-Melou, Propp and West in 2009. For special uniform or periodic weights, this allows to derive the arctic phenomenon of the dimer models, i.e. the existence of frozen, liquid and pinned phases in typical configurations of large scaled domains, separated asymptotically by an algebraic ``arctic" curve, which we compute explicitly by the dimer density function method.
(Joint work with Trung Hieu Vu).
Yan Fyodorov (King's College London)
Title: Gradual eigenvector ergodization in coupled Ginibre matrices
Abstract: Non-Hermitian random matrices provide a useful framework for understanding universal characteristics of dissipative quantum chaotic systems with loss or gain. We consider a model of two such system represented by two independent $N\times N$ complex Ginibre matrices interacting via a deterministic matrix $c{\bf 1}_N$, where $c$ is the complex coupling parameter whose magnitude $|c|$ controls the interaction strength. We characterize quantitatively how the eigenvectors of the whole system, initially localized in one of the individual subsystems for $|c|=0$, eventually spread over the full system with growing interaction strength. The resulting asymptotic formula describing such spread in the limit $N\to \infty$ is very explicit and provides a full picture of the gradual ergodization of eigenvectors as a function of the coupling parameter $|c|$ in the whole transition regime.
The presentation will be based on the joint work with Margherita Disertori: arXiv:2604.23708.
Abstract: The concept of a soliton gas was introduced by Zakharov in 1971 and further developed by El in 2003, modeling solitons as interacting particle-like structures. In recent years, rigorous analytical results have been established that provide confirmation of the qualitative theory. In this talk, I will describe some of these advances, including (1) a rigorous derivation of kinetic equations governing soliton gases in KdV-type systems without randomness, as well as (2) the analysis of random collections of solitons, in which both mean behavior and fluctuation results are established.
This is a joint work with several teams, including Manuela Girotti, Robert Jenkins, Ken McLaughlin, Guido Mazzuca, and Oleksandr Minakov.
Boris Khoruzhenko (Queen Mary University of London)
Title: Universality and Crystallisation for Zeros of Random Polynomials near the Unit Circle
Abstract: Bogomolny, Bohigas and Leboeuf (1992) argued that the variance profile of the coefficients of high-degree random polynomials governs a crystal-to-liquid transition in the distribution of their zeros.
In this talk I will describe this transition rigorously in the setting of random polynomials with regularly varying coefficients. In particular, I will explain how the local statistics of zeros near the unit circle exhibit a phase transition at a critical exponent, separating a crystalline regime with lattice-like zero patterns from a liquid regime described by zeros of random entire functions. I will also discuss universality properties of the limiting point processes across these regimes.
This is joint work with Zakhar Kabluchko and Oleksandr Marynych.
Abstract: TBA
Reimer Kühn (King's College London / Wissenschaftskolleg zu Berlin)
Title: Schrödinger Operators Defined on Graphs with Correlated Random Potentials
Abstract: Potential energies in disordered solid materials will always exhibit some degree of spatial correlations. Yet the majority of studies of electron localization in disordered systems is formulated using independent random on-site potentials. I will present a method that allows one to obtain spectra of Random Schrödinger Operators (RSOs) on random graphs with correlated random on-site potentials. The study is in part motivated by the recent solution of the level set percolation problem for multivariate Gaussians on complex networks. Among other things, I will look at the question whether, for a state of a system to be extended, the set of sites G_E = {i; V_i(x) < E} on which the energy of the state exceeds the potential energy should itself be percolating and thus extensive.
Abstract: I will discuss the random tiling model of a hexagonal region in the plane with doubly periodic weightings. The model exhibits three asymptotic regimes, known as frozen, rough and smooth. The analysis of the model requires the solution of an extremal problem on the spectral curve that is similar to the equilibrium problem for unitary random matrix ensembles. The extremal problem can be solved for a class of 3 x 3 periodic weightings. Within this class there are two phase transitions.
This is joint work with Max van Horssen.
Mylène Maïda (Université de Lille)
Title: Thermodynamic limit for the Ginibre-Feynman-Kac representation of the Bose gas at any temperature and activity
Abstract: Since the celebrated 1970 lesson of Ginibre in Les Houches, it has been formally established that, under broad hypotheses, a canonical ensemble of N indistinguishable bosons in a bounded domain at thermal equilibrium can be modeled as a point process. Its distribution is called the Feynman-Kac representation of the Bose gas and can be interpreted as a model of random spatial permutations. In a joint work with Guillaume Bellot and David Dereudre (Université de Lille), we construct a thermodynamic limit for the grand canonical version of this Bose gas with superstable interaction, at any temperature and chemical potential. Our infinite volume model is naturally a distribution over configurations of finite loops and possibly interlacements. We prove the limiting process to solve a new class of DLR equations involing random permutations and Brownian paths.
Abstract: TBA
Adam Mielke (AudienceProject)
Title: Where to Build Your Nest? (Applications of Nearest-Neighbour Spacing Distributions)
Abstract: RMT and point processes have been applied to the world at large in a myriad of ways. I here dive in to the world of where birds of prey like to build their nests and how territorial behaviour can be estimated by comparison to point processes, specifically the nearest-neighbour spacing distribution of a 2D Coulomb Gas. In this talk, I want to answer the questions
How to make good numerical estimates of the nearest-neighbour spacing of the Coulomb gas where no analytic results are known?
How to unfold the 2D-spectrum in a way that preserves local distances?
What alternative effects could explain the territorial effects we see?
What are the differences if we look at one species internally versus inter-species interaction? (We have data for buzzards, goshawks, and eagle owls.)
This is talk is based on the following articles
arXiv:2310.20670
arXiv:2003.09204
possibly with some results from
arXiv:2603.28457
arXiv:2112.12624
arXiv:1910.03520
as well.
Leslie Molag (Carlos III University of Madrid)
Title: A pluricomplex error-function kernel at the edge of polynomial Bergman kernels
Abstract: In my first paper with Gernot (and Maurice Duits), we introduced a d-complex-dimensional version of the elliptic Ginibre ensemble. More generally, using polynomial Bergman kernels, one can consider the d-complex-dimensional generalizations of the DPPs of random normal matrix models, which should be interpreted as quantum mechanical particle systems depending on a potential. In this talk I will show that such models exhibit a similar type of local edge scaling behavior, given by the well-known error-function kernel, and a d-complex-dimensional generalization thereof. Lastly, I will present an edge scaling limit for counting statistics (and perhaps entanglement entropy).
Based on: arXiv:2604.04661
Shinsuke Nishigaki (Shimane University)
Title: Gap-ratio distributions of (non-)chiral circular ensembles
Abstract: The distribution P(r) of ratios of consecutive level spacings, introduced by Oganesyan and Huse (2007), has a key advantage over conventional local spectral statistics: it is insensitive to the global density of states. In this talk, I determine P(r) for the Circular Unitary Ensemble (CUE), as well as the distribution of ratios of the two smallest eigenvalues in Jacobi Unitary Ensembles (JUE), at finite N. These results are obtained from the Tracy–Widom systems of differential equations governing the Janossy densities of the respective ensembles.
Remarkably, the leading corrections to the large-N limit are universally of order O(1/N^4), reflecting nontrivial cancellations of the O(1/N^2) contributions in the corresponding kernels. This observation can be exploited to quantify deviations in the statistics of zeros of the Riemann zeta function and various L-functions from the predictions of (non-)chiral circular ensembles.
Based on: 10.1093/ptep/ptag006
Abstract: In our paper with Gernot and Sung-Soo, published in Annales Henri Poincaré 27, 1207–1258 (2026), we studied eigenvector overlaps in the Ginibre symplectic ensemble, building on the seminal work of Gernot and his collaborators published in Random Matrices: Theory and Applications 9(4), 2050015 (2020). We introduced a Pfaffian structure for the conditional expectation of the eigenvector overlaps, as well as a new method for constructing a family of skew-orthogonal polynomials. As a consequence, we established the scaling limit of the conditional expectation of the diagonal eigenvector overlap. In this talk, I will explain these results and discuss several seminal works related to planar Pfaffian Coulomb gases.
Patricia Päßler (Bielefeld University)
Title: Three non-Hermitian random matrix universality classes of complex edge statistics: Spacing ratios and distributions
Abstract: The conjectured three generic local bulk statistics amongst all non-Hermitian random matrix symmetry classes have recently been extended to three generic local edge statistics. The three simplest representatives of these universality classes are given by the Gaussian ensembles of complex Ginibre, complex symmetric and complex self-dual matrices, denoted by class A, AI$^\dag$ and AII$^\dag$.
In the first part, I present analytical results on the complex spacing ratio in class A, at finite matrix size $N$. When specifying to the elliptic Ginibre ensemble, I present a parameter-dependent $N=3$ surmise for the complex spacing ratio, interpolating to that of the Gaussian unitary ensemble (GUE), where such a surmise is very accurate.
In the second numerical part, I compare complex spacing ratios, its moments, and NN spacing distributions for all three ensembles with that of uncorrelated points, the two-dimensional (2D) Poisson process, both in the bulk and at the edge. We find indications that the complex spacing ratio does not fully unfold the local statistics at the edge.
This is joint work with Gernot Akemann, Georg Angermann, Noah Aygün, Adam Mielke, Christoph Raitzig, and Tobias Winkler.
Abstract: I will discuss the problem of evaluating moments of derivatives of characteristic polynomials in random matrix theory. This problem attracted growing interest in recent years, partly motivated by the comparison to analogous mean values of the Riemann zeta function. One question of interest concerns the zeros of the derivative. Jensen's formula can be used to connect the density of such zeros to the moments with spectral parameter inside the unit disc. I will discuss these moments and their relation to the corresponding mean values of zeta. This relates to joint works with Alexander Grover, Francesco Mezzadri and Fei Wei.
Abstract: In this talk, I will introduce an infinitely-many neutral allelic model of population genetics where all alleles are divided into a finite number of classes, and each class is characterized by its own mutation rate. For this model, the allelic composition of a sample taken from a very large population of genes is characterized by a random matrix, and the problem is to describe the joint distribution of the matrix entries. The answer is given by a new generalization of the classical Ewens sampling formula called the refined Ewens sampling formula. I will discuss a Poisson approximation for the refined Ewens sampling formula and explain its derivation. As an application, I will present limit theorems for the numbers of alleles in different asymptotic regimes.
Abstract: We study vectors chosen at random from a compact convex polytope in n-dimensional Euclidean space given by a finite number of linear constraints. The rectangular matrix representing the linear constraints can be random or non-random. We determine for which projections these random vectors are asymptotically normal as n goes to infinity. Marginal distributions are also studied, showing that in the large n limit finitely many random variables under linear constraints become i.i.d. exponential under a rescaling. Our approach is based on a complex de Finetti theorem revealing an underlying independence structure, as well as on entropy arguments. This is joint work with Fabrice Gamboa.
Abstract: Before the work of Gernot on the QCD Dirac spectrum, the concept of universality in random matrix theory was largely unknown in the Quantum Chromodynamics community. However, universality was understood in a different way, as the uniqueness of the low-energy effective action, which is determined by symmetries and their spontaneous breaking. We will review these ideas and discuss their connections and implications.
Tilo Wettig (University of Regensburg)
Title: Non-Hermitian Dirac operators and complex spacing ratios
Abstract: In non-Hermitian random matrix theory there are three universality classes for local spectral correlations: the Ginibre class and the nonstandard classes AI$^\dagger$ and AII$^\dagger$. We show that certain Dirac operators in QCD-like theories fall into the nonstandard classes and analyze their spectral correlations using complex spacing ratios. For the latter we have developed an approximation formula for the Ginibre class that converges exponentially fast to the limit of infinite system size.