Sua Qi Rong

Unifying Adversarially Robust Model Experts in Vision-Language Models

A collaborative adversarial fine-tuning framework that maintains multiple experts during training, enables knowledge exchange through embedding-space harmonization, and consolidates the learned knowledge into a single unified robust model.