Matthew M. Dwyer

CASE: Contrastive Activation for Class-Sensitive Explanations

Abstract Saliency methods are widely used to visualize which input features are deemed relevant to a model’s prediction. However, their visual plausibility can obscure critical limitations. In this work, we propose a diagnostic test for class sensitivity: a method’s ability to di...