Amir Nassereldine

FP64 is All You Need: Rethinking Failure Modes in Physics-Informed Neural Networks

Physics‑Informed Neural Networks (PINNs) often exhibit “failure modes” in which the PDE residual loss converges while the solution error stays large, a phenomenon traditionally blamed on local optima separated from the true solution by steep loss barriers. We challenge this understanding by demonstr…