Properties of diffusion transport maps via creation of log-semiconcavity along heat flows

Katharina Eichinger (INRIA Saclay)

Feb 12. 2026, 14:15 — 14:50

Finding regular transport maps between measures is an important task in generative modelling and a useful tool to transfer functional inequalities. The most well-known result in this field is Caffarelli’s contraction theorem, which shows that the optimal transport map from a Gaussian to a uniformly log-concave measure is globally Lipschitz. Note that for our purposes optimality of the transport map does not play a role. This is why several works investigate other transport maps, such as those derived from diffusion processes, as introduced by Kim and Milman. Here, we establish a lower bound on the log-semiconcavity along the heat flow for a class of what we call asymptotically log-concave measures. We will see that this implies Lipschitz bounds for the heat flow map. I will also comment on its implication for stability of these maps.

Based on a joint work with Louis-Pierre Chaintron and Giovanni Conforti

Further Information
Venue:
ESI Boltzmann Lecture Hall
Associated Event:
Probabilistic Mass Transport - from Schrödinger to Stochastic Analysis (Workshop)
Organizer(s):
Beatrice Acciaio (ETH Zurich)
Julio Backhoff (U of Vienna)
Daniel Bartl (U of Vienna)
Mathias Beiglböck (U of Vienna)
Sigrid Källblad (KTH Stockholm)
Walter Schachermayer (U of Vienna)