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Yang-Feng Ji

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#machine learning Open access Jun 2025

CASE: Contrastive Activation for Class-Sensitive Explanations

This work proposes a diagnostic test for class sensitivity: a method’s ability to distinguish between competing class labels on the same input, and introduces CASE, a contrastive explanation method that isolates features uniquely discriminative for the predicted class.

Dane Williamson, Yang-Feng Ji, Matthew B. Dwyer · Machine-mediated learning · 1 citation