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Decision-support systems are information systems that offer support to people's decisions in various applications such as judiciary, real-estate and banking sectors. Lately, these support systems have been found to be discriminatory in the…

Computers and Society · Computer Science 2020-09-10 Mukund Telukunta , Venkata Sriram Siddhardh Nadendla

In the field of algorithmic fairness, many fairness criteria have been proposed. Oftentimes, their proposal is only accompanied by a loose link to ideas from moral philosophy -- which makes it difficult to understand when the proposed…

Computers and Society · Computer Science 2024-07-18 Corinna Hertweck , Christoph Heitz , Michele Loi

With the widespread and pervasive use of Artificial Intelligence (AI) for automated decision-making systems, AI bias is becoming more apparent and problematic. One of its negative consequences is discrimination: the unfair, or unequal…

Computers and Society · Computer Science 2021-06-07 Xavier Ferrer , Tom van Nuenen , Jose M. Such , Mark Coté , Natalia Criado

This paper examines the challenge of embedding public values into national artificial intelligence (AI) governance frameworks, a task complicated by the sociotechnical nature of contemporary systems. As AI permeates domains such as…

Computers and Society · Computer Science 2026-02-19 Mike Wa Nkongolo

Governance efforts for artificial intelligence (AI) are taking on increasingly more concrete forms, drawing on a variety of approaches and instruments from hard regulation to standardisation efforts, aimed at mitigating challenges from…

Computers and Society · Computer Science 2021-10-19 Charlotte Stix

Artificial Intelligence (AI) is an important driving force for the development and transformation of the financial industry. However, with the fast-evolving AI technology and application, unintentional bias, insufficient model validation,…

Machine Learning · Statistics 2019-12-17 Yukun Zhang , Longsheng Zhou

This paper argues that a techno-philosophical reading of the EU AI Act provides insight into the long-term dynamics of data in AI systems, specifically, how the lifecycle from ingestion to deployment generates recursive value chains that…

Artificial Intelligence · Computer Science 2025-08-22 Mark Cote , Susana Aires

As the use of artificial intelligence (AI) in high-stakes decision-making increases, the ability to contest such decisions is being recognised in AI ethics guidelines as an important safeguard for individuals. Yet, there is little guidance…

Human-Computer Interaction · Computer Science 2021-02-23 Henrietta Lyons , Eduardo Velloso , Tim Miller

The integration of AI in education holds immense potential for personalizing learning experiences and transforming instructional practices. However, AI systems can inadvertently encode and amplify biases present in educational data, leading…

Machine Learning · Computer Science 2025-11-04 Zhipeng Yin , Sribala Vidyadhari Chinta , Zichong Wang , Matthew Gonzalez , Wenbin Zhang

Current artificial intelligence systems struggle with systematic compositional reasoning: the capacity to recombine known components in novel configurations. This paper argues that the failure is architectural, not merely a matter of scale…

Computation and Language · Computer Science 2026-04-15 Alex Anvi Eponon , Ildar Batyrshin , Christian E. Maldonado-Sifuentes , Grigori Sidorov

Researchers, practitioners, and policymakers with an interest in AI ethics need more integrative approaches for studying and intervening in AI systems across many contexts and scales of activity. This paper presents AI value chains as an…

Computers and Society · Computer Science 2024-09-19 Blair Attard-Frost , David Gray Widder

We formalize Prescriptive Artificial Intelligence as a distinct paradigm for human-AI decision collaboration in high-stakes environments. Unlike predictive systems optimized for outcome accuracy, prescriptive systems are designed to…

Artificial Intelligence · Computer Science 2026-03-26 Pedro Passos , Patrick Moratori

The study of biases, such as gender or racial biases, is an important topic in the social and behavioural sciences. However, the literature does not always clearly define the concept. Definitions of bias are often ambiguous or not provided…

Digital Libraries · Computer Science 2024-07-22 V. A. Traag , L. Waltman

Assessing fairness in artificial intelligence (AI) typically involves AI experts who select protected features, fairness metrics, and set fairness thresholds to assess outcome fairness. However, little is known about how stakeholders,…

Artificial Intelligence · Computer Science 2026-02-27 Lin Luo , Yuri Nakao , Mathieu Chollet , Hiroya Inakoshi , Simone Stumpf

With Artificial intelligence (AI) to aid or automate decision-making advancing rapidly, a particular concern is its fairness. In order to create reliable, safe and trustworthy systems through human-centred artificial intelligence (HCAI)…

Artificial Intelligence · Computer Science 2022-06-02 Yuri Nakao , Lorenzo Strappelli , Simone Stumpf , Aisha Naseer , Daniele Regoli , Giulia Del Gamba

This paper provides an overview and critique of the risk based model of artificial intelligence (AI) governance that has become a popular approach to AI regulation across multiple jurisdictions. The 'AI Policy Landscape in Europe, North…

Computers and Society · Computer Science 2025-07-22 Veve Fry

The ethical integration of Artificial Intelligence (AI) in healthcare necessitates addressing fairness-a concept that is highly context-specific across medical fields. Extensive studies have been conducted to expand the technical components…

AI systems are increasingly used in high-stakes domains such as credit rating, where fairness concerns are critical. Existing fairness assessments are typically conducted by AI experts or regulators using predefined protected attributes and…

Computers and Society · Computer Science 2026-02-10 Lin Luo , Satwik Ghanta , Yuri Nakao , Mathieu Chollet , Simone Stumpf

The integration of artificial intelligence (AI) technologies into judicial decision-making, particularly in pretrial, sentencing, and parole contexts, has generated substantial concerns about transparency, reliability, and accountability.…

Artificial Intelligence · Computer Science 2026-04-15 Arthur Dyevre , Ahmad Shahvaroughi

Purpose: The governance of artificial iintelligence (AI) systems requires a structured approach that connects high-level regulatory principles with practical implementation. Existing frameworks lack clarity on how regulations translate into…

Computers and Society · Computer Science 2025-09-16 Avinash Agarwal , Manisha J. Nene