Beyond Local Accuracy: Benchmarking the Rollout Reliability of PDE Foundation Models

Jaewan Park, Seid Koric, Giri Krishnan +2

PDE foundation models enable data-efficient adaptation but are deployed autoregressively, so short-horizon accuracy need not imply reliable simulation. We ask whether the short-hor…