Membership Inference for Contrastive Pre-training Models with Text-only PII Queries

Ruoxi Cheng, Yizhong Ding, Jian Zhao +5

Contrastive pretraining models such as CLIP and CLAP, serve as the ubiquitous perceptual backbones for modern multimodal large models, yet their reliance on web-scale data raises g…