The Query Channel: Information-Theoretic Limits of Masking-Based Explanations

Erciyes Karakaya, Ozgur Ercetin

Masking-based post-hoc explanation methods, such as KernelSHAP and LIME, estimate local feature importance by querying a black-box model under randomized perturbations. This paper…