BACKDOOR ATTACKS IN CLIP

Summary from the TLDR AI newsletter

CLIP models are highly vulnerable to poisoning backdoor attacks, achieving nearly 100% attack success with minimal poisoned data. An efficient detection method is to use local outlier detection to uncover unintentional backdoors in existing datasets.