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cs.CV2026
Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models
Tao Qi, Huili Wang, Yuanhong Huang +6
The rapid advancement of diffusion-based image generation models has raised serious concerns regarding potential copyright and privacy infringements involving human-created data. M…
cs.CV2025
MrM: Black-Box Membership Inference Attacks against Multimodal RAG Systems
Peiru Yang, Jinhua Yin, Haoran Zheng +7
Multimodal retrieval-augmented generation (RAG) systems enhance large vision-language models by integrating cross-modal knowledge, enabling their increasing adoption across real-wo…