mlsanityData to 14 Oct 2026

Risk management in the Artificial Intelligence Act

arXiv 2212.03109 ↗First posted 3 Dec 2022cs.CYcited by 16

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Abstract (arXiv)

The proposed EU AI Act is the first comprehensive attempt to regulate AI in a major jurisdiction. This article analyses Article 9, the key risk management provision in the AI Act. It gives an overview of the regulatory concept behind Article 9, determines its purpose and scope of application, offers a comprehensive interpretation of the specific risk management requirements, and outlines ways in which the requirements can be enforced. This article is written with the aim of helping providers of high-risk systems comply with the requirements set out in Article 9. In addition, it can inform revisions of the current draft of the AI Act and efforts to develop harmonised standards on AI risk management.

Key facts. Cited by 16 papers in the map (data through 14 Oct 2026). First posted on arXiv 3 Dec 2022.

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2023: 3; 2024: 2; 2025: 8; 2026: 3.

16 papers.

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  1. 2023Auditing large language models: a three-layered approachcited by 137
  2. 2023Open-Sourcing Highly Capable Foundation Models: An evaluation of risks, benefits, and alternative methods for pursuing open-source objectivescited by 31
  3. 2025LLM-Safety Evaluations Lack Robustnesscited by 18
  4. 2025Standard Benchmarks Fail -- Auditing LLM Agents in Finance Must Prioritize Riskcited by 13
  5. 2024AI Cards: Towards an Applied Framework for Machine-Readable AI and Risk Documentation Inspired by the EU AI Actcited by 10
  6. 2023ChatGPT and Beyond: The Generative AI Revolution in Educationcited by 3
  7. 2025Between Innovation and Oversight: A Cross-Regional Study of AI Risk Management Frameworks in the EU, U.S., UK, and Chinacited by 2
  8. 2025Quantifying Robustness: A Benchmarking Framework for Deep Learning Forecasting in Cyber-Physical Systemscited by 1
  9. 2025Risks of AI-driven product development and strategies for their mitigationcited by 1
  10. 2025Operationalising AI Regulatory Sandboxes under the EU AI Act: The Triple Challenge of Capacity, Coordination and Attractiveness to Providerscited by 1
  11. 2026The EU AI Act and the Rights-based Approach to Technological Governancecited by 1
  12. 2024The Switch, the Ladder, and the Matrix: Models for Classifying AI Systemscited by 0
4 more
  1. 2025Foundations for Risk Assessment of AI in Protecting Fundamental Rightscited by 0
  2. 2025Retrofitters, pragmatists and activists: Public interest litigation for accountable automated decision-makingcited by 0
  3. 2026Self-Service or Not? How to Guide Practitioners in Classifying AI Systems Under the EU AI Actcited by 0
  4. 2026Scaling, Lock-In, and Proxy Compliance: A Political Economy of Responsible AIcited by 0