Simulation as Supervision: Mechanistic Pretraining for Scientific Discovery

Carson Dudley, Reiden Magdaleno, Christopher Harding +1

Scientific modeling faces a tradeoff between the interpretability of mechanistic theory and the predictive power of machine learning. While existing hybrid approaches have made pro…