Andreas Habring

works on

convex optimization 1 gradient methods 1 optimal transport 1 primal-dual methods 1 proximal algorithms 1

From the 1 of 12 linked papers with an AI index.

most citedErgodicity of Langevin Dynamics and its Discretizations for Non-smooth Potentials

1 citations · 1 across the 6 of their papers we have counts for

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math.NA2026★ 1 cited

Ergodicity of Langevin Dynamics and its Discretizations for Non-smooth Potentials

Lorenz Fruehwirth, Andreas Habring

This article is concerned with sampling from Gibbs distributions $I ¨ (x) \propto e^{- U (x)}$ using Markov chain Monte Carlo methods. In particular, we investigate Langevin dynamics in…

math.NA2026

Forward-KL Convergence of Time-Inhomogeneous Langevin Diffusions

Andreas Habring, Martin Zach

Many practical samplers rely on time-dependent drifts -- often induced by annealing or tempering schedules -- to improve exploration and stability. This motivates a unified non-asy…

math.NA2025

An Inertial Langevin Algorithm

Alexander Falk, Andreas Habring, Christoph Griesbacher +1

We present a novel method for drawing samples from Gibbs distributions with densities of the form $I ¨ (x) \propto exp (- U (x))$ . The method accelerates the unadjusted Langevin algori…