Physics-based polynomial neural networks for one-shot learning of dynamical systems from one or a few samples

Andrei Ivanov, Uwe Iben, Anna Golovkina

This paper discusses an approach for incorporating prior physical knowledge into the neural network to improve data efficiency and the generalization of predictive models. If the d…