The US National Security Agency’s Artificial Intelligence Security Center (NSA AISC), the Cybersecurity and Infrastructure Security Agency (CISA), the Federal Bureau of Investigation (FBI), the Australian Signals Directorate’s Australian Cyber Security Centre (ASD’s ACSC), New Zealand’s National Cyber Security Centre (NCSC-NZ), and the United Kingdom’s National Cyber Security Centre (NCSC-UK) have issued a joint guidance on securing data across the AI lifecycle. The guidance addresses critical risks such as data poisoning, supply chain vulnerabilities, and “data drift” (i.e. changes in the underlying statistical properties of the input data to an operational AI system whereby the input data becomes significantly different from its original state over time). The guidance provides mitigation strategies on data management, data quality testing, and input and output monitoring.
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