Unveiling the Attribute Misbinding Threat in Identity-Preserving Models

Junming Fu; Jishen Zeng; Yi Jiang; Peiyu Zhuang; Baoying Chen; Siyu Lu; Jianquan Yang

AAAI 2026technical0 citations

Unveiling the Attribute Misbinding Threat in Identity-Preserving Models

Junming Fu, Jishen Zeng, Yi Jiang, Peiyu Zhuang, Baoying Chen, Siyu Lu, Jianquan Yang

Abstract

Identity-preserving models have led to notable progress in generating personalized content. Unfortunately, such models also exacerbate risks when misused, for instance, by generating threatening content targeting specific individuals. This paper introduces the Attribute Misbinding Attack, a novel method that poses a threat to identity-preserving models by inducing them to produce Not-Safe-For-Work (NSFW) content. The attack

BibTeX

@inproceedings{aaai2026_unveilingtheattr,
  title = {Unveiling the Attribute Misbinding Threat in Identity-Preserving Models},
  author = {Junming Fu and Jishen Zeng and Yi Jiang and Peiyu Zhuang and Baoying Chen and Siyu Lu and Jianquan Yang},
  booktitle = {AAAI 2026},
  year = {2026}
}