crossrefMachine Learning: Science and Technology2026-05-28
NuGraph2 with explainability: post-hoc explanations for geometric neural network predictions
M Voetberg, Vitor F Grizzi, V Hewes, Giuseppe Cerati, Hadi Meidani
Abstract With the growing popularity of artificial intelligence (AI) used for scientific applications, the ability of attribute a result to a reasoning process from the network is in high demand for robust scientific generalizations to hold. In this work we aim to motivate the ne…