Version 1
: Received: 17 January 2024 / Approved: 18 January 2024 / Online: 18 January 2024 (15:51:40 CET)
How to cite:
Sharkey, L.; Ní Ghuidhir, C.; Braun, D.; Scheurer, J.; Balesni, M.; Bushnaq, L.; Stix, C.; Hobbhahn, M. A Causal Framework for AI Regulation and Auditing. Preprints2024, 2024011424. https://doi.org/10.20944/preprints202401.1424.v1
Sharkey, L.; Ní Ghuidhir, C.; Braun, D.; Scheurer, J.; Balesni, M.; Bushnaq, L.; Stix, C.; Hobbhahn, M. A Causal Framework for AI Regulation and Auditing. Preprints 2024, 2024011424. https://doi.org/10.20944/preprints202401.1424.v1
Sharkey, L.; Ní Ghuidhir, C.; Braun, D.; Scheurer, J.; Balesni, M.; Bushnaq, L.; Stix, C.; Hobbhahn, M. A Causal Framework for AI Regulation and Auditing. Preprints2024, 2024011424. https://doi.org/10.20944/preprints202401.1424.v1
APA Style
Sharkey, L., Ní Ghuidhir, C., Braun, D., Scheurer, J., Balesni, M., Bushnaq, L., Stix, C., & Hobbhahn, M. (2024). A Causal Framework for AI Regulation and Auditing. Preprints. https://doi.org/10.20944/preprints202401.1424.v1
Chicago/Turabian Style
Sharkey, L., Charlotte Stix and Marius Hobbhahn. 2024 "A Causal Framework for AI Regulation and Auditing" Preprints. https://doi.org/10.20944/preprints202401.1424.v1
Abstract
Artificial intelligence (AI) systems are poised to become deeply integrated into society. If developed responsibly, AI has potential to benefit humanity immensely. However, it also poses a range of risks, including risks of catastrophic accidents. It is crucial that we develop oversight mechanisms that prevent harm. This article outlines a framework for evaluating and auditing AI to provide assurance of responsible development and deployment, focusing on catastrophic risks. We argue that responsible AI development requires comprehensive auditing that is proportional to AI systems’ capabilities and available affordances. This framework offers recommendations toward that goal and may be useful in the design of AI auditing and governance regimes.
Keywords
AI governance; AI evaluations; AI regulation; AI auditing
Subject
Computer Science and Mathematics, Other
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.