First-Order Efficiency for Probabilistic Value Estimation via A Statistical Viewpoint

Ziqi Liu, Kiljae Lee, Yuan Zhang +1

Probabilistic values, including Shapley values and semivalues, provide a model-agnostic framework to attribute the behavior of a black-box model to data points or features, with a…