ToxicTextCLIP: Text-Based Poisoning and Backdoor Attacks on CLIP Pre-training

arXiv — cs.LGTuesday, November 4, 2025 at 5:00:00 AM
The CLIP model has made great strides in vision-language tasks, but its dependence on unfiltered internet data raises serious concerns about data poisoning and backdoor attacks. While most research has focused on image-related vulnerabilities, the risks associated with text data are equally significant and warrant attention.
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