Nishad Singhi*

Improving Intervention Efficacy via Concept Realignment in Concept Bottleneck Models

"Concept Bottleneck Models (CBMs) ground image classification on human-understandable concepts to allow for interpretable model decisions as well as human interventions, in which expert users can modify misaligned concept choices to interpretably influence the decision of the model. However, existin…