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Benlei Cui

1 paper indexed

arxivcs.CVcs.CR2026-06-28

The Platonic Defense: Backdoor Defense for Self-Supervised Encoders in the Era of Large Scale Pre-training

Tuo Chen, Minjing Dong, Benlei Cui, Jian Liu, Jie Gui

Self-supervised learning (SSL) pretrained models have become a dominant paradigm for visual representation learning, but they are vulnerable to backdoor attacks. Existing defenses struggle to defend against such attacks in a fully black-box setting because they often require acce…

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