This workshop aims at promoting a discussion around new trends and challenges of technologies based on diffusion models. In the first part, we will discuss the evaluation of diffusion-based robustness approaches such as test-time adversarial purification and explainability in visual foundation models. In the second part we will present the diffusion simulation problem underlying their generative process and more generally discuss some fruitful paradoxes regarding hydrodynamics and their stability.

This workshop is in collaboration with


2:00 – 3:00 pm | New paths of adversarial robustness: test-time adaptation and models interpolation –  Francesco Croce  (PhD candidate, University of Tübingen)

3:00 – 3:30 pm | Visual Counterfactual Explanations and testing of image classifiers – Valentyn Boreiko (PhD candidate, University of Tübingen)

3:30 – 4:00 pm | Coffee Break

4:00 – 4:30 pm| Numerical methods for optimal sampling from Diffusion Models –  Martin Gonzalez (Researcher, IRT SystemX)

4:30 – 5:30 pm | Hydrodynamic Paradoxes – Nader Masmoudi (Professor, New York University) 

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  • Martin Gonzalez (IRT SystemX )



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