Continuous auditing creates an unavoidable cover regime in which static auditors cannot simultaneously eliminate coverage and granularity failures, shown via new policies, strategies, and a reproducible simulator.
In: Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society
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A think-aloud study reveals that AI tools in early research misrepresent uncertainty, obscure provenance, and create fragile trust, leading researchers to develop compensatory strategies to preserve scholarly judgment.
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A Benchmark for Strategic Auditee Gaming Under Continuous Compliance Monitoring
Continuous auditing creates an unavoidable cover regime in which static auditors cannot simultaneously eliminate coverage and granularity failures, shown via new policies, strategies, and a reproducible simulator.
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How Researchers Navigate Accountability, Transparency, and Trust When Using AI Tools in Early-Stage Research: A Think-Aloud Study
A think-aloud study reveals that AI tools in early research misrepresent uncertainty, obscure provenance, and create fragile trust, leading researchers to develop compensatory strategies to preserve scholarly judgment.