Not All Errors Are Made Equal: A Regret Metric for Detecting System-level Trajectory Prediction Failures

Kensuke Nakamura, Ran Tian, Andrea Bajcsy

Robot decision-making increasingly relies on data-driven human prediction models when operating around people. While these models are known to mispredict in out-of-distribution int…