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Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models

Research article (2024 IEEE Symposium on Security and Privacy (SP), 2024) · cited 59× · AI/ML
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Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models

Summary

Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models is a scholarly article[1].

Key Facts

  • Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models's instance of is recorded as scholarly article[2].

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Direct Wikidata claims

  1. [2] ↑ . wikidata.org.

Class ancestry

  1. [1] ↑ . Wikidata. wikidata.org.

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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA 4ort.xyz Knowledge Graph. (2026). Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models. Retrieved May 24, 2026, from https://4ort.xyz/entity/nightshade-prompt-specific-poisoning-attacks-on-text-to-image-generative-models
MLA “Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/nightshade-prompt-specific-poisoning-attacks-on-text-to-image-generative-models.
BibTeX @misc{4ortxyz_nightshade-prompt-specific-poisoning-attacks-on-text-to-image-generative-models_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models}}, year = {2026}, url = {https://4ort.xyz/entity/nightshade-prompt-specific-poisoning-attacks-on-text-to-image-generative-models}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Models — https://4ort.xyz/entity/nightshade-prompt-specific-poisoning-attacks-on-text-to-image-generative-models (retrieved 2026-05-24)

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