2026
Two Modalities Are Better Than One: Efficient Adversarial Purification via Multimodal Diffusion Models
ICML 2026poster
Adversarial purification uses generative models to restore clean data distributions from unseen attacks without retraining classifiers. However, unimodal diffusion-based approaches struggle to preserve semantic consistency, while recent multimodal variants rely on computationally expensive adversari…