GOVGOV-006 — Audit and Assurance Gaps
AI Model Reproducibility Failures Undermine Scientific and Regulatory Trust
4/5Sector: OtherGeography: GlobalStage: OperateIngested: —
Executive Summary
AI models trained on varied datasets with large parameter spaces routinely cannot be reproduced, making independent validation impossible. Regulators and procurement bodies cannot verify claimed performance, exposing public institutions to unauditable algorithmic decision-making.
Domain
Governance & Compliance
Blindspots in accountability, regulatory compliance, ethics, risk management, data governance, and audit.
Source
MIT AI Risk Repository — A Survey of Artificial Intelligence Challenges: Analyzing the Definitions, Relationships, and Evolutions (Saghiri2022) ↗https://airisk.mit.edu/
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