Develops a five-tier threat model for generative AI content, releases a 12000-item multi-modal benchmark with laundering tests, evaluates four schemes, and maps detection metrics to legal sufficiency thresholds for law of armed conflict, domestic procedure, and EU AI Act.
Forensic science reform in the 21st century: A major conference, a blockbuster report, and reasons to be pessimistic,
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Verifiable Provenance and Watermarking for Generative AI: An Evidentiary Framework for International Operational Law and Domestic Courts
Develops a five-tier threat model for generative AI content, releases a 12000-item multi-modal benchmark with laundering tests, evaluates four schemes, and maps detection metrics to legal sufficiency thresholds for law of armed conflict, domestic procedure, and EU AI Act.