S. R.

Uncertainty-Aware and Bias-Calibrated Vision Transformer–Graph Neural Network for Reliable Skin Cancer Detection

Deep learning models for skin cancer diagnosis have improved, but most cannot quantify predictive uncertainty, are insensitive to dataset bias, and are unreliable under distributional shifts. Previous experiments using hybrid Vision Transformer–Graph Neural Networks (ViT–GNNs) with adaptive attention showed strong clas...