Fairness in agreement with European values: An interdisciplinary perspective on ai regulation

Alejandra Bringas Colmenarejo; Luca Nannini; Alisa Rieger; Kristen M. Scott; Xuan Zhao; Gourab K. Patro; Gjergji Kasneci; Katharina Kinder-Kurlanda

doi:10.1145/3514094.3534158

Fairness in agreement with European values: An interdisciplinary perspective on ai regulation

Alejandra Bringas Colmenarejo, Luca Nannini, Alisa Rieger, Kristen M. Scott, Xuan Zhao, Gourab K. Patro, Gjergji Kasneci, Katharina Kinder-Kurlanda

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Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

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Abstract

With increasing digitalization, Artificial Intelligence (AI) is becoming ubiquitous. AI-based systems to identify, optimize, automate, and scale solutions to complex economic and societal problems are being proposed and implemented. This has motivated regulation efforts, including the Proposal of an EU AI Act. This interdisciplinary position paper considers various concerns surrounding fairness and discrimination in AI, and discusses how AI regulations address them, focusing on (but not limited to) the Proposal. We first look at AI and fairness through the lenses of law, (AI) industry, sociotechnology, and (moral) philosophy, and present various perspectives. Then, we map these perspectives along three axes of interests: (i) Standardization vs. Localization, (ii) Utilitarianism vs. Egalitarianism, and (iii) Consequential vs. Deontological ethics which leads us to identify a pattern of common arguments and tensions between these axes. Positioning the discussion within the axes of interest and with a focus on reconciling the key tensions, we identify and propose the roles AI Regulation should take to make the endeavor of the AI Act a success in terms of AI fairness concerns.

Original language	English
Title of host publication	AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society
Publisher	Association for Computing Machinery (ACM)
Pages	107-118
Number of pages	12
ISBN (Electronic)	978-1-4503-9247-1
DOIs	https://doi.org/10.1145/3514094.3534158
Publication status	Published - 2022
Event	5th AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society, AIES 2022 - Oxford, United Kingdom Duration: 1 Aug 2022 → 3 Aug 2022

Publication series

Name	AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society

Conference

Conference	5th AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society, AIES 2022
Country/Territory	United Kingdom
City	Oxford
Period	1/08/22 → 3/08/22

Bibliographical note

Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care
Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

Keywords

ai regulation
consequential ethics
deontological ethics
egalitarian welfare
eu ai proposal
localization
standardization
utilitarian welfare

Access to Document

10.1145/3514094.3534158

3514094.3534158-1Final published version, 960 KB

Cite this

Colmenarejo, A. B., Nannini, L., Rieger, A., Scott, K. M., Zhao, X., Patro, G. K., Kasneci, G., & Kinder-Kurlanda, K. (2022). Fairness in agreement with European values: An interdisciplinary perspective on ai regulation. In AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society (pp. 107-118). (AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society). Association for Computing Machinery (ACM). https://doi.org/10.1145/3514094.3534158

Colmenarejo, Alejandra Bringas ; Nannini, Luca ; Rieger, Alisa et al. / Fairness in agreement with European values : An interdisciplinary perspective on ai regulation. AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society. Association for Computing Machinery (ACM), 2022. pp. 107-118 (AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society).

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title = "Fairness in agreement with European values: An interdisciplinary perspective on ai regulation",

abstract = "With increasing digitalization, Artificial Intelligence (AI) is becoming ubiquitous. AI-based systems to identify, optimize, automate, and scale solutions to complex economic and societal problems are being proposed and implemented. This has motivated regulation efforts, including the Proposal of an EU AI Act. This interdisciplinary position paper considers various concerns surrounding fairness and discrimination in AI, and discusses how AI regulations address them, focusing on (but not limited to) the Proposal. We first look at AI and fairness through the lenses of law, (AI) industry, sociotechnology, and (moral) philosophy, and present various perspectives. Then, we map these perspectives along three axes of interests: (i) Standardization vs. Localization, (ii) Utilitarianism vs. Egalitarianism, and (iii) Consequential vs. Deontological ethics which leads us to identify a pattern of common arguments and tensions between these axes. Positioning the discussion within the axes of interest and with a focus on reconciling the key tensions, we identify and propose the roles AI Regulation should take to make the endeavor of the AI Act a success in terms of AI fairness concerns. ",

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note = "Green Open Access added to TU Delft Institutional Repository {\textquoteleft}You share, we take care!{\textquoteright} – Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public. ; 5th AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society, AIES 2022 ; Conference date: 01-08-2022 Through 03-08-2022",

year = "2022",

doi = "10.1145/3514094.3534158",

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Colmenarejo, AB, Nannini, L, Rieger, A, Scott, KM, Zhao, X, Patro, GK, Kasneci, G & Kinder-Kurlanda, K 2022, Fairness in agreement with European values: An interdisciplinary perspective on ai regulation. in AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society. AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society, Association for Computing Machinery (ACM), pp. 107-118, 5th AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society, AIES 2022, Oxford, United Kingdom, 1/08/22. https://doi.org/10.1145/3514094.3534158

Fairness in agreement with European values: An interdisciplinary perspective on ai regulation. / Colmenarejo, Alejandra Bringas; Nannini, Luca; Rieger, Alisa et al.
AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society. Association for Computing Machinery (ACM), 2022. p. 107-118 (AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society).

Research output: Chapter in Book/Conference proceedings/Edited volume › Conference contribution › Scientific › peer-review

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AU - Rieger, Alisa

AU - Scott, Kristen M.

AU - Zhao, Xuan

AU - Patro, Gourab K.

AU - Kasneci, Gjergji

AU - Kinder-Kurlanda, Katharina

N1 - Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.

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KW - egalitarian welfare

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KW - localization

KW - standardization

KW - utilitarian welfare

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M3 - Conference contribution

AN - SCOPUS:85137155810

T3 - AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society

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ER -

Colmenarejo AB, Nannini L, Rieger A, Scott KM, Zhao X, Patro GK et al. Fairness in agreement with European values: An interdisciplinary perspective on ai regulation. In AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society. Association for Computing Machinery (ACM). 2022. p. 107-118. (AIES 2022 - Proceedings of the 2022 AAAI/ACM Conference on AI, Ethics, and Society). doi: 10.1145/3514094.3534158

Fairness in agreement with European values: An interdisciplinary perspective on ai regulation

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Bibliographical note

Keywords

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