Loss Invariance Determines What Concept Layers Encode: Volume Grounding in Echocardiography

Hyunkyung Han, Min Jung Kim

Objective: Concept bottleneck models route prediction through interpretable intermediate variables, and their validity is normally judged by how accurately those variables are pred…