How to handle cofound variables? [D]

A developer is concerned about a radar model learning environmental artifacts rather than class distribution. The issue stems from a radar characteristic where farther objects return fewer points, potentially leading the model to associate larger ranges with larger objects. Despite improved performance and no classical overfitting, the developer fears the model is learning this confounding variable, impacting its accuracy.