Representation-Level Adversarial Regularization for Clinically Aligned Multitask Thyroid Ultrasound Assessment. - Dina Salama; Mohamed Mahmoud; Nourhan Bayasi; David Liu; Ilker Hacihaliloglu (CoRR, 2026)