Constructing Concept-based Models to Mitigate Spurious Correlations with Minimal Human Effort

Jeeyung Kim, Ze Wang, Qiang Qiu

Enhancing model interpretability can address spurious correlations by revealing how models draw their predictions. Concept Bottleneck Models (CBMs) can provide a principled way of…