activity
20242026
collaborators

5 papers

math.AP2026

Gradient-flow characterizations of one-dimensional quasistatic viscoelasticity with Bhattacharya-like viscosity

Alexander Mielke, Billy Sumners

We study the equation of one-dimensional quasistatic nonlinear viscoelasticity with Dirichlet boundary conditions, in the particular case that the underlying dissipation geometry (…

math.AP2025

Evolution of Gaussians in the Hellinger-Kantorovich-Boltzmann gradient flow

Matthias Liero, Alexander Mielke, Oliver Tse +1

This study leverages the basic insight that the gradient-flow equation associated with the relative Boltzmann entropy, in relation to a Gaussian reference measure within the Hellin…

math.AP2025

Hellinger-Kantorovich Gradient Flows: Global Exponential Decay of Entropy Functionals

Alexander Mielke, Jia-Jie Zhu

We investigate a family of gradient flows of positive and probability measures, focusing on the Hellinger-Kantorovich (HK) geometry, which unifies transport mechanism of Otto-Wasse…

cs.LG2024

Interaction-Force Transport Gradient Flows

Egor Gladin, Pavel Dvurechensky, Alexander Mielke +1

This paper presents a new gradient flow dissipation geometry over non-negative and probability measures. This is motivated by a principled construction that combines the unbalanced…

stat.ML2024

Kernel Approximation of Fisher-Rao Gradient Flows

Jia-Jie Zhu, Alexander Mielke

The purpose of this paper is to answer a few open questions in the interface of kernel methods and PDE gradient flows. Motivated by recent advances in machine learning, particularl…