ai · arxiv/cs.LG · 8 min
Concept Bottleneck Models Hit Hard Ceiling in Dermoscopy Data
Rough-set analysis reveals 16% of concept profiles in Derm7pt are internally inconsistent, capping model accuracy at 92% regardless of architecture.
Apr 22, 2026 Read →