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Conformal Privacy Auditing: Statistical Re-identification Risk Certs for Text

  • Engineer — Learn: Novel framework for certifying per-document re-identification risk against LLM-powered adversaries; worth tracking if your team publishes or reviews text datasets, as it offers a more principled alternative to ad-hoc PII scrubbing audits.
  • SOC/IR — Skip
  • Leader — Learn: Research introduces statistically grounded re-identification risk measurement for released documents, relevant to GDPR/HIPAA data-release decisions; no immediate action, but worth filing for future privacy program discussions.
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