Not All Errors Matter: Decision-Relevant Prediction Error Predicts Planning Quality

Linhao Wang, Yiyan Fan, Dongjin Huang

World models are typically trained and evaluated by prediction error, assuming that more accurate predictions lead to better decisions. We show that this assumption can fail becaus…