Name
Abstract | ||
|---|---|---|
Highly automated systems are becoming omnipresent. They range in function from self-driving vehicles to advanced medical diagnostics and afford many benefits. However, there are assurance challenges that have become increasingly visible in high-profile crashes and incidents. Governance of such systems is critical to garner widespread public trust. Governance principles have been previously proposed offering aspirational guidance to automated system developers; however, their implementation is often impractical given the excessive costs and processes required to enact and then enforce the principles. This Perspective, authored by an international and multidisciplinary team across government organizations, industry and academia, proposes a mechanism to drive widespread assurance of highly automated systems: independent audit. As proposed, independent audit of AI systems would embody three 'AAA' governance principles of prospective risk Assessments, operation Audit trails and system Adherence to jurisdictional requirements. Independent audit of AI systems serves as a pragmatic approach to an otherwise burdensome and unenforceable assurance challenge.As highly automated systems become pervasive in society, enforceable governance principles are needed to ensure safe deployment. This Perspective proposes a pragmatic approach where independent audit of AI systems is central. The framework would embody three AAA governance principles: prospective risk Assessments, operation Audit trails and system Adherence to jurisdictional requirements. |
Year | DOI | Venue |
|---|---|---|
2021 | 10.1038/s42256-021-00370-7 | NATURE MACHINE INTELLIGENCE |
DocType | Volume | Issue |
Journal | 3 | 7 |
Citations | PageRank | References |
1 | 0.35 | 0 |
Authors | ||
20 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Gregory Falco | 1 | 1 | 0.35 |
| Ben Shneiderman | 2 | 12772 | 3081.95 |
| Julia Badger | 3 | 1 | 0.35 |
| Ryan Carrier | 4 | 1 | 0.35 |
| Anton Dahbura | 5 | 1 | 0.35 |
| David Danks | 6 | 1 | 0.35 |
| Martin Eling | 7 | 1 | 0.35 |
| Alwyn Goodloe | 8 | 1 | 0.69 |
| Jerry Gupta | 9 | 1 | 0.35 |
| Christopher Hart | 10 | 1 | 0.35 |
| Marina Jirotka | 11 | 1 | 0.69 |
| Henric Johnson | 12 | 1 | 0.35 |
| Cara Lapointe | 13 | 1 | 0.35 |
| Ashley J. Llorens | 14 | 4 | 1.84 |
| Alan K. Mackworth | 15 | 1 | 0.35 |
| Carsten Maple | 16 | 1 | 0.35 |
| Sigurour Emil Palsson | 17 | 1 | 0.35 |
| Frank Pasquale | 18 | 1 | 0.35 |
| Alan Winfield | 19 | 1 | 0.35 |
| Zee Kin Yeong | 20 | 1 | 0.35 |