Out-of-distribution transfer of PDE foundation models to material dynamics under extreme loading

Mahindra Rautela, Alexander Most, Siddharth Mansingh +9

Most PDE foundation models are pretrained and fine-tuned on fluid-centric benchmarks. Their utility under extreme-loading material dynamics remains unclear. We benchmark out-of-dis…