As global challenges grow increasingly interconnected, technological solutions are rarely confined to a single country. Through research collaboration, open sharing of expertise and partnerships with ...

Brain-inspired computing can enhance the finite element method, a cornerstone of scientific modelling, by reducing energy costs and reframing numerical simulation through neural dynamics. Each mesh ...

We introduce a framework to analyse interpretability in deep learning, by drawing on a formal notion of model semantics from the philosophy of science. We argue that interpretability is only one ...