[HTML][HTML] Additive-feature-attribution methods: a review on explainable artificial intelligence for fluid dynamics and heat transfer

A Cremades, S Hoyas, R Vinuesa - International Journal of Heat and Fluid …, 2025 - Elsevier
The use of data-driven methods in fluid mechanics has surged dramatically in recent years
due to their capacity to adapt to the complex and multi-scale nature of turbulent flows, as …

Revisiting Score Function Estimators for -Subset Sampling

K Wijk, R Vinuesa, H Azizpour - arXiv preprint arXiv:2407.16058, 2024 - arxiv.org
Are score function estimators an underestimated approach to learning with $ k $-subset
sampling? Sampling $ k $-subsets is a fundamental operation in many machine learning …

[HTML][HTML] On Label Noise in Image Classification: An Aleatoric Uncertainty Perspective

E Englesson - 2024 - diva-portal.org
Deep neural networks and large-scale datasets have revolutionized the field of machine
learning. However, these large networks are susceptible to overfitting to label noise …