New arXiv Research Paper
arXiv ID: 2604.15829
Title: Beyond Text Prompts: Precise Concept Erasure through Text-Image Collaboration
Authors: Jun Li, Lizhi Xiong, Ziqiang Li, Weiwei Jiang, Zhangjie Fu, Yong Li, Guo-Sen Xie
Published: 2026-04-17T08:32:39Z
URL: https://arxiv.org/abs/2604.15829
Abstract (first 300 chars)
Text-to-image generative models have achieved impressive fidelity and diversity, but can inadvertently produce unsafe or undesirable content due to implicit biases embedded in large-scale training datasets. Existing concept erasure methods, whether text-only or image-assisted, face trade-offs: textu…
Suggested OWASP Mapping
No automatic mapping — manual review recommended
Suggested Action
Review this paper against the GenAI Security Crosswalk entries and update relevant mapping files if new attack patterns or mitigations are identified.
New arXiv Research Paper
arXiv ID: 2604.15829
Title: Beyond Text Prompts: Precise Concept Erasure through Text-Image Collaboration
Authors: Jun Li, Lizhi Xiong, Ziqiang Li, Weiwei Jiang, Zhangjie Fu, Yong Li, Guo-Sen Xie
Published: 2026-04-17T08:32:39Z
URL: https://arxiv.org/abs/2604.15829
Abstract (first 300 chars)
Suggested OWASP Mapping
No automatic mapping — manual review recommended
Suggested Action
Review this paper against the GenAI Security Crosswalk entries and update relevant mapping files if new attack patterns or mitigations are identified.