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[ PRIVACY Forum ] Generative AI Misuse: A Taxonomy of Tactics and
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Wed Jul 3 11:27:14 2024
Date: Wed, 3 Jul 2024 08:14:20 -0700
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Generative AI Misuse: A Taxonomy of Tactics and Insights from
Real-World Data
https://arxiv.org/pdf/2406.13843
Abstract:
Generative, multimodal artificial intelligence (GenAI) offers
transformative potential across industries, but its misuse poses
significant risks. Prior research has shed light on the potential of
advanced AI systems to be exploited for malicious purposes. However,
we still lack a concrete understanding of how GenAI models are
specifically exploited or abused in practice, including the tactics
employed to inflict harm. In this paper, we present a taxonomy of
GenAI misuse tactics, informed by existing academic literature and a
qualitative analysis of approximately 200 observed incidents of misuse
reported between January 2023 and March 2024. Through this analysis,
we illuminate key and novel patterns in misuse during this time
period, including potential motivations, strategies, and how attackers
leverage and abuse system capabilities across modalities (e.g. image,
text, audio, video) in the wild.
- - -
--Lauren--
Lauren Weinstein
lauren@vortex.com (https://www.vortex.com/lauren)
Lauren's Blog: https://lauren.vortex.com
Mastodon: https://mastodon.laurenweinstein.org/@lauren
Founder: Network Neutrality Squad: https://www.nnsquad.org
PRIVACY Forum: https://www.vortex.com/privacy-info
Co-Founder: People For Internet Responsibility
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