T. Kadeethum

Learning Physics from an Imperfect Ancestor

A three-stage framework is introduced that freezes the spatial basis of a physics-informed NO, extrapolates its solution branch to an out-of-distribution parameter using a polynomial continuation prior, and distills the resulting field into a fresh PINN, establishing a simple principle: an NO need not accurately predic...