Proximal Galerkin: A structure-preserving finite element method for pointwise bound constraints

B Keith, TM Surowiec - Foundations of Computational Mathematics, 2024 - Springer
The proximal Galerkin finite element method is a high-order, low iteration complexity,
nonlinear numerical method that preserves the geometric and algebraic structure of …

Gibbs manifolds

D Pavlov, B Sturmfels, S Telen - Information Geometry, 2023 - Springer
Gibbs manifolds are images of affine spaces of symmetric matrices under the exponential
map. They arise in applications such as optimization, statistics and quantum physics, where …

Generalized iterative scaling for regularized optimal transport with affine constraints: Application examples

J von Lindheim, G Steidl - arXiv preprint arXiv:2305.07071, 2023 - arxiv.org
We demonstrate the relevance of an algorithm called generalized iterative scaling (GIS) or
simultaneous multiplicative algebraic reconstruction technique (SMART) and its rescaled …

Santaló Geometry of Convex Polytopes

D Pavlov, S Telen - SIAM Journal on Applied Algebra and Geometry, 2025 - SIAM
The Santaló point of a convex polytope is the interior point which leads to a polar dual of
minimal volume. This minimization problem is relevant in interior point methods for convex …

Fisher-Rao Gradient Flows of Linear Programs and State-Action Natural Policy Gradients

J Müller, S Çaycı, G Montúfar - arXiv preprint arXiv:2403.19448, 2024 - arxiv.org
Kakade's natural policy gradient method has been studied extensively in the last years
showing linear convergence with and without regularization. We study another natural …

Regularity theory and geometry of unbalanced optimal transport

T Gallouët, R Ghezzi, FX Vialard - arXiv preprint arXiv:2112.11056, 2021 - arxiv.org
Using the dual formulation only, we show that regularity of unbalanced optimal transport
also called entropy-transport inherits from regularity of standard optimal transport. We then …

Introduction to toric geometry

S Telen - arXiv preprint arXiv:2203.01690, 2022 - arxiv.org
These notes are based on a series of lectures given by the author at the Max Planck Institute
for Mathematics in the Sciences in Leipzig. Addressed topics include affine and projective …

[PDF][PDF] Positive Toric Geometry

S Telen - 2023 - math.kobe-u.ac.jp
These are lecture notes for a minicourse taught by the author at the Hypergeometric school,
taking place at Kobe University on August 16-17, 2023. We study the positive and …

Real Algebraic Geometry for Physics and Optimization

D Pavlov - ul.qucosa.de
Abstract (EN) In recent years, algebraic geometry (both complex and real) has proven to be
useful in numerous applications in optimization, statistics, quantum information, and physics …

[PDF][PDF] Gibbs Manifolds

B Sturmfels, MPI Leipzig - homes.esat.kuleuven.be
Gibbs Manifolds -0.22in Page 1 Gibbs Manifolds Bernd Sturmfels MPI Leipzig Paper with
Dmitrii Pavlov and Simon Telen Back-to-the-Roots Seminar KU Leuven, September 11 …