Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models 事件

Black-box Membership Inference Attacks on the Pre-training Data of Image-generation Models arXiv:2605.27020v1 Announce Type: new Abstract: The rapid advancement of diffusion-based image generation models has raised serious concerns regarding potential copyright and privacy infringements involving human-created data. Membership inference attacks (MIAs) have emerged as a promising tool for identifying unauthorized data usage during model training. Existing methods typically assess the ability of