Zero-Sacrifice Persistent-Robustness Adversarial Defense for Pre-Trained Encoders

Zhuxin Lei, Ziyuan Yang, Yi Zhang

The widespread use of publicly available pre-trained encoders from self-supervised learning (SSL) has exposed a critical vulnerability: their susceptibility to downstream-agnostic…