Dissenting Explanations: Leveraging Disagreement to Reduce Model Overreliance

Omer Reingold, Judy Hanwen Shen, Aditi Talati

While explainability is a desirable characteristic of increasingly complex black-box models, modern explanation methods have been shown to be inconsistent and contradictory. The se…