2 papers
cs.CV2026
Structural Graph Neural Networks with Anatomical Priors for Explainable Chest X-ray Diagnosis
Khaled Berkani
We present a structural graph reasoning framework that incorporates explicit anatomical priors for explainable vision-based diagnosis. Convolutional feature maps are reinterpreted…
cs.LG2025
APC-GNN++: An Adaptive Patient-Centric GNN with Context-Aware Attention and Mini-Graph Explainability for Diabetes Classification
Khaled Berkani
We propose APC-GNN++, an adaptive patient-centric Graph Neural Network for diabetes classification. Our model integrates context-aware edge attention, confidence-guided blending of…