Aditi Talati

Dissenting Explanations: Leveraging Disagreement to Reduce Model Overreliance

While modern explanation methods have been shown to be inconsistent and contradictory, the explainability of black-box models nevertheless remains desirable. When the role of explanations extends from understanding models to aiding decision making, the semantics of explanations is not always fully u…