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Passive Behavioral Tracing: A Non-Interventional Fairness Protocol for Cooperative AI

kazutaka hayashi
SocArXiv · Reports
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ai-governancepolitical-sciencepreprintsocial-sciencesociology
Emerging AI governance regimes, including the EU AI Act's post-market monitoring obligation and the NIST AI RMF's measure function, require ongoing fairness monitoring but leave open which statistics should satisfy it. Interventional audits (A/B tests, counterfactual procedures, adversarial probing)
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