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Taxonomy of Generative AI Misuse

Interesting paper: “Generative AI Misuse: A Taxonomy of Tactics and Insights from Real-World Data“:

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.

Blog post. Note the graphic mapping goals with strategies.

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Friday Squid Blogging: SQUID Is a New Computational Tool for Analyzing Genomic AI

Yet another SQUID acronym:

SQUID, short for Surrogate Quantitative Interpretability for Deepnets, is a computational tool created by Cold Spring Harbor Laboratory (CSHL) scientists. It’s designed to help interpret how AI models analyze the genome. Compared with other analysis tools, SQUID is more consistent, reduces background noise, and can lead to more accurate predictions about the effects of genetic mutations.

Blog moderation policy.

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People-Search Site Removal Services Largely Ineffective

Consumer Reports has a new study of people-search site removal services, concluding that they don’t really work:

As a whole, people-search removal services are largely ineffective. Private information about each participant on the people-search sites decreased after using the people-search removal services. And, not surprisingly, the removal services did save time compared with manually opting out. But, without exception, information about each participant still appeared on some of the 13 people-search sites at the one-week, one-month, and four-month intervals. We initially found 332 instances of information about the 28 participants who would later be signed up for removal services (that does not include the four participants who were opted out manually). Of those 332 instances, only 117, or 35%, were removed within
four months.

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