Author name: Amy Rafferty, Rishi Ramaesh, Ajitha Rajan

Radiologist-Guided Causal Concept Bottleneck Models for Chest X-Ray Interpretation

Amy Rafferty, Rishi Ramaesh, Ajitha Rajan / May 11, 2026

arXiv:2605.07785v1 Announce Type: new
Abstract: Concept Bottleneck Models (CBMs) in medical imaging aim to improve model interpretability by predicting intermediate clinical concepts before final diagnoses. However, most existing CBMs treat concepts a…

cs.CV, cs.HC

Clinically Aware Synthetic Image Generation for Concept Coverage in Chest X-ray Models

Amy Rafferty, Rishi Ramaesh, Ajitha Rajan / May 11, 2026

arXiv:2603.15525v2 Announce Type: replace
Abstract: Deep learning models for chest X-ray diagnosis are constrained by limited coverage of clinically meaningful concept combinations in publicly available training datasets. While synthetic image generat…