3 papers
cs.CV2025
Robust sensitivity control in digital pathology via tile score distribution matching
Arthur Pignet, John Klein, Genevieve Robin +1
Deploying digital pathology models across medical centers is challenging due to distribution shifts. Recent advances in domain generalization improve model transferability in terms…
cs.CV2025
Distilling foundation models for robust and efficient models in digital pathology
Alexandre Filiot, Nicolas Dop, Oussama Tchita +8
In recent years, the advent of foundation models (FM) for digital pathology has relied heavily on scaling the pre-training datasets and the model size, yielding large and powerful…
math.NA2025
Optimizing the diffusion coefficient of overdamped Langevin dynamics
Tony Lelièvre, Grigorios A. Pavliotis, Geneviève Robin +2
Overdamped Langevin dynamics are reversible stochastic differential equations which are commonly used to sample probability measures in high-dimensional spaces, such as the ones ap…