Simulation as Supervision: Mechanistic Pretraining for Scientific Discovery
arXiv:2507.08977v4 Announce Type: replace-cross
Abstract: Scientific modeling faces a tradeoff between the interpretability of mechanistic theory and the predictive power of machine learning. While existing hybrid approaches have made progress by inco…