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Paper · arXiv

A Benchmark for Strategic Auditee Gaming Under Continuous Compliance Monitoring

Continuous post-deployment compliance audits, mandated by emerging regulations such as the EU AI Act and Digital Services Act, create a class of strategic gaming distinct from the one-shot input/output gaming studied in prior work. Regulated systems can delay outcome reporting, drift their reports within plausible noise envelopes, exploit longitudinal sample attrition, and cherry-pick among ambiguous metric definitions. We formalize continuous auditing as a $T$-round Stackelberg game between an auditor that commits to a temporal policy and an adaptive auditee, and identify a structural feature of any noise-aware static-auditor design: a cover regime in which coverage gaps and granularity ...

AuthorsFlorian A. D. Burnat, Brittany I. Davidson
Primary categorycs.CY
Published7 May 2026
Last updated at source31 July 2026
cs.CYcs.GTcs.LG
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