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paper reviewed open access llmsec-2025-00029

Prompt Stealing Attacks Against Text-to-Image Generation Models

Xinyue Shen, Yiting Qu, Michael Backes, Yang Zhang

2024 — USENIX Security 2024 110 citations

Abstract

Demonstrates attacks that steal the prompts used to generate images from text-to-image models, raising IP and privacy concerns.

Categories

Tags

prompt-stealingtext-to-imageIP-protection

Framework Mappings

OWASP LLM: LLM07 MITRE ATLAS: AML.T0049

Cite This Resource

@article{llmsec202500029,
  title = {Prompt Stealing Attacks Against Text-to-Image Generation Models},
  author = {Xinyue Shen and Yiting Qu and Michael Backes and Yang Zhang},
  year = {2024},
  journal = {USENIX Security 2024},
  url = {https://arxiv.org/abs/2302.09923},
}

Metadata

Added
2026-04-14
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Source
manual
arxiv_id
2302.09923