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Carlini et al.
Carlini et al.
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New research refines evaluation of AI model privacy attacks
Researchers are developing new frameworks and methods to evaluate the effectiveness and reliability of membership inference attacks (MIAs), which are used to detect if specific data was used in training machine learning…
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Secret loyalties in AI models pose neglected but tractable threat
A new paper from Formation Research introduces the concept of "secret loyalties" in frontier AI models, where a model is intentionally manipulated to advance a specific actor's interests without disclosure. The research…