PAR fine-tunes CLIP to remove backdoors from structured triggers while preserving standard performance, and works even with only synthetic image-text pairs.
How to craft backdoors with unlabeled data alone? In ICLR 2024 Workshop on Navigating and Addressing Data Prob- lems for Foundation Models
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Perturb and Recover: Fine-tuning for Effective Backdoor Removal from CLIP
PAR fine-tunes CLIP to remove backdoors from structured triggers while preserving standard performance, and works even with only synthetic image-text pairs.