Vanderbilt Workshop
Energy and Polarization Problems
in Mathematics and Statistics, part I
August 16 – 19, 2026
Vanderbilt University, TN

Description
The workshop will bring together researchers studying problems related to the equidistribution of point configurations, namely energy and polarization, which can be viewed as generalizations of the basic properties of separation and covering.
Energy minimization problems, both discrete and continuous, arise naturally in many areas of mathematics and science: discrete geometry, mathematical physics, approximation theory, flocking behavior, statistical mechanics, coding theory, etc. Polarization problems (also known as Chebyshev constants) are related max-min problems for potentials.
A number of interesting and unexpected phenomena in both energy minimization and polarization have been studied recently: universal optimality, discretization of minimizers, condensation and phase transitions, to name just a few. It turns out that the behavior of such minimizers is much more subtle than one would naturally expect.
The aim of this mini-workshop is to bring together a multifaceted group of researchers working in potential theory, approximation, gradient flows, point configurations, lattices, and partial differential equations who have recently made important contributions to energy minimization and polarization problems to report on their work and to collaborate in trying to resolve some of the fundamental questions in the field.
Looking ahead:“Energy and Polarization Problems in Mathematics and Statistics, part II” will be jointly hosted by the University of Insubria and Vanderbilt University in 2027 in either Como or Varese, Italy.
Program
Download schedule (PDF)Monday
August 17, 2026- 9:20a – 9:30a
Welcome
- 9:30a – 10:20a
Raffaello Seri
Probabilistic properties of polarization measures on Polish spaces
- 10:30a – 11:00a
Coffee break
- 11:00a – 11:50a
Dirk Nuyens
When are well-distributed points good integration points?
- 12:00p – 1:30p
Lunch break
- 1:30p – 2:20p
Robert Womersley
Discrete Riesz energy on the sphere S2 – Local Minima, Voronoi cells, Scars and Asymptotics
- 2:30p – 3:00p
Open Problems with Coffee
- 3:00p – 3:50p
Peter Dragnev
On Universal Maxima of Discrete Potentials and Min-max Polarization of Spherical Codes
- 4:30p – 6:30p
Welcome Refreshments
Tuesday
August 18, 2026- 9:30a – 10:20a
José Carrillo
Stein-Log-Sobolev inequalities for the continuous Stein variational gradient descent method
- 10:30a – 11:00a
Coffee break
- 11:00a – 11:50a
Ruiwen Shu
Recent progress on interaction energy minimizers
- 12:00p – 1:30p
Lunch break
- 1:30p – 2:20p
Yanghong Huang
Finite Difference Methods for fractional Laplacian of radial functions
- 2:30p – 3:00p
Open Problems with Coffee
- 3:00p – 3:50p
Maya Stoyanova
Universal polar dual pairs of spherical codes found in E8 and Λ24
- 6:45p
Banquet: Amerigo Restaurant, 1920 West End Ave, Nashville
Wednesday
August 19, 2026- 9:30a – 10:20a
Ryan Matzke
Charge caught in corners
- 10:30a – 11:00a
Coffee break
- 11:00a – 11:50a
Liudmyla Kryvonos
The Next-Order Term for Discrete Energy on a Ball
- 12:00p – 1:30p
Lunch break
- 1:30p – 2:20p
Peter Boyvalenkov
Levenshtein-type linear programming for (a, b)-avoiding spherical codes
- 2:30p – 3:00p
Open Problems with Coffee
- 3:00p – 3:50p
Christina Giannitsi
Sharp Bounds for Minimal Riesz Energy on Homogeneous Manifolds
The program is subject to change. Please check back for updates.
Partial Listing of Participants

Peter Boyvalenkov
Bulgarian Academy of Sciences

José A. Carrillo
University of Oxford

Peter Dragnev
Purdue University – Fort Wayne

Christina Giannitsi
Virginia Tech

Doug Hardin
Vanderbilt University

Yanghong Huang
The Manchester University

Liudmyla Kryvonos
University of North Florida

Ryan Matzke
Case Western Reserve University

Dirk Nuyens
Katholieke Universiteit Leuven

Ed Saff
Vanderbilt University

Raffaello Seri
University of Insubria

Ruiwen Shu
University of Georgia

Maya Stoyanova
Sofia University “St. Kliment Ohridski”

Robert Womersley
University of New South Wales
Click a participant to visit their personal or institutional page.
Press Coverage
Venue & Useful Links
The workshop will be held at Vanderbilt University, located in Nashville, Tennessee.
For International Travelers
To help facilitate a smooth entry into the United States, we recommend that you carry, along with the required documents, printed copies of the following:
- Proof of accommodation (e.g., hotel reservation)
- Your return flight itinerary
- The invitation letter from organizers
Domestic Participants
Please note that the TSA now requires a state ID (e.g., driver’s license) that is REAL ID compliant or an alternative form of ID such as a passport as valid identification at airports.
Letters of Invitation
If you need an official letter of invitation, please write to Doug Hardin or Ed Saff.
Travel & Campus Resources
- Airport Transportation
- Campus Map App
Install the app, select “Vanderbilt University” from a drop-down list, and then whichever building you need.
- Interactive Campus Map
- Directions to VU