What You See is Not What You Get: Neural Partial Differential Equations and The Illusion of Learning

Arvind Mohan, Ashesh Chattopadhyay, Jonah Miller

Differentiable Programming for scientific machine learning (SciML) has recently seen considerable interest and success, as it directly embeds neural networks inside PDEs, often cal…