Anas Bushnag

Uncertainty-aware adaptive fusion with graceful degradation for trustworthy cervical cytology

An uncertainty-aware deep learning framework that integrates an ensemble image encoder comprising ResNet50, DenseNet121, and EfficientNet-B0 with dedicated clinical and genomic encoders through an adaptive fusion mechanism that serves as a proof-of-concept for uncertainty-guided multimodal fusion.