Frozen in Time: How a Physics Foundation Model Forgets Under Sim-to-Real Adaptation

Haaris Mian, Miles Cranmer, Alessandro Favero +1

Scientific foundation models (SciFMs) have achieved remarkable performance on a wide range of PDEs, including the ability to efficiently adapt to unseen data distributions with add…