Fig. 10: Illustration of the trade-off between overfit and model extrapolability.

Predictions made by (a) non-overfit and slight-overfit and (b) strong-overfit models trained based a simplified heterogeneous dataset. In both cases, the arrows indicate the major prediction deviations from the true function.