Preprint
Jul 2026
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.
Nguyen Duc Thai, Junhao Dong, Sua Qi Rong et al.
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