On the definition and importance of interpretability in scientific machine learning
arXiv:2505.13510v3 Announce Type: replace
Abstract: Though neural networks trained on large datasets have been successfully used to describe and predict many physical phenomena, there is a sense among scientists that, unlike traditional scientific mod…