The Mechanics of Delta Learning: Target Design for Generalizable Scientific Machine Learning

Kareem M. Gameel, Ihor Neporozhnii, Sjoerd Hoogland +1

In scientific machine learning, $\Delta$-learning trains models on residual errors relative to physical baselines, assuming that more accurate baselines with smaller residual scales inh…