Beyond Native Success: Auditing Deployment-Interface Exposure of CLIP Backdoors

Kunlan Xiang, Haomiao Yang, Wenbo Jiang

Contrastive Language-Image Pre-training models are widely reused across downstream interfaces, including feature extraction, retrieval, reranking, and selection. Existing CLIP back…