1 citations · 1 across the 4 of their papers we have counts for
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Out-of-Distribution Detection in Molecular Complexes via Diffusion Models for Irregular Graphs
David Graber, Victor Armegioiu, Rebecca Buller +1
Predictive machine learning models generally excel on in-distribution data, but their performance degrades on out-of-distribution (OOD) inputs. Reliable deployment therefore requir…
Rectified Flows for Fast Multiscale Fluid Flow Modeling
Victor Armegioiu, Yannick Ramic, Siddhartha Mishra
Statistical surrogate modeling of fluid flows is hard because dynamics are multiscale and highly sensitive to initial conditions. Conditional diffusion surrogates can be accurate,…
Generative AI for fast and accurate statistical computation of fluids
Roberto Molinaro, Samuel Lanthaler, Bogdan Raonić +9
We present a generative AI algorithm for addressing the pressing task of fast, accurate, and robust statistical computation of three-dimensional turbulent fluid flows. Our algorith…