A richly annotated South Indian dermatological dataset featuring diverse diagnoses, skin tones, and detailed clinical concepts for advancing concept-driven AI models for dermatology.

We describe a framework that provides theoretical guarantees on the correctness of learning concepts from data and on the number of required labels.