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As AI models and services are used in a growing number of highstakes areas, a consensus is forming around the need for a clearer record of how these models and services are developed to increase trust.
https://www.occ.gov/news-issuances/bulletins/2011/bulletin-2011-12.html, Apr. 2011
Office of the Comptroller of the Currency · 2011
Earlier work this paper cites.
P7006 — standard for personal data artificial intelligence (AI) agent
IEEE · 2017
Earlier work this paper cites.
Data statements for natural language processing: Toward mitigating system bias and enabling better science
E. M. Bender and B. Friedman · 2018
Earlier work this paper cites.
Datasheets for datasets
T. Gebru, J. Morgenstern, B. Vecchione, J. W. Vaughan, H. Wallach, H. Daumé, III, and K. Crawford · 2018
Earlier work this paper cites.
The dataset nutrition label: A framework to drive higher data quality standards
S. Holland, A. Hosny, S. Newman, J. Joseph, and K. Chmielinski · 2018
Cited alongside, same era.
FactSheets: Increasing trust in AI services through supplier’s declarations of conformity
M. Arnold, R. K. E. Bellamy, M. Hind, S. Houde, S. Mehta, A. Mojsilović, R. Nair, K. N. Ramamurthy, A. Olteanu, D. Piorkowski, D. Reimer, J. Richards, J. Tsay, and K. R. Varshney · 2019
Cited alongside, same era.
Model cards for model reporting
M. Mitchell, S. Wu, A. Zaldivar, P. Barnes, L. Vasserman, B. Hutchinson, E. Spitzer, I. D. Raji, and T. Gebru · 2019
Cited alongside, same era.
ABOUT ML: Annotation and benchmarking on understanding and transparency of machine learning lifecycles, 2019
I. D. Raji and J. Yang · 2019
Cited alongside, same era.
CE Marking
European Union
Cited in the paper.
General Data Protection Regulation
European Union
Cited in the paper.
Model Asset eXchange
IBM
Cited in the paper.
AI FactSheets 360 website
IBM Research
Cited in the paper.
Testing and certification
United States Consumer Product Safety Commission
Cited in the paper.
Third party testing
United States Consumer Product Safety Commission
Cited in the paper.
Experiences with improving the transparency of AI models and services
M. Hind, S. Houde, J. Martino, A. Mojsilovic, D. Piorkowski, J. Richards, and K. R. Varshney · 2020
Closest in time.
Ethics guidelines for trustworthy AI
The European Commission’s High-Level Expert Group on Artificial Intelligence · 2020
Closest in time.
User-centered design
Wikipedia · 2020
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