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Building on recent interpretivist approaches, we conduct a critical narrative review across journalism studies, human-computer interaction, and FAccT scholarship, conceptualizing editorial authority as the conjunction of decision rights,…

计算机与社会 · 计算机科学 2026-04-24 Stefano Sorrentino , Matilde Barbini , Daniel Gatica-Perez

Algorithmic fairness is a new interdisciplinary field of study focused on how to measure whether a process, or algorithm, may unintentionally produce unfair outcomes, as well as whether or how the potential unfairness of such processes can…

理论经济学 · 经济学 2022-08-18 John W. Patty , Elizabeth Maggie Penn

In this paper, we derive an algorithmic fairness metric from the fairness notion of equal opportunity for equally qualified candidates for recommendation algorithms commonly used by two-sided marketplaces. We borrow from the economic…

综合经济学 · 经济学 2022-08-23 YinYin Yu , Guillaume Saint-Jacques

The recent proliferation of artificial intelligence and machine learning (AI/ML) systems highlights the need for all people to develop effective competencies to interact with and examine AI/ML systems. We study shifts in five experienced…

人机交互 · 计算机科学 2026-03-30 Daniel J. Noh , Deborah A. Fields , Yasmin B. Kafai , Danaé Metaxa

The fast spreading adoption of machine learning (ML) by companies across industries poses significant regulatory challenges. One such challenge is scalability: how can regulatory bodies efficiently audit these ML models, ensuring that they…

机器学习 · 计算机科学 2022-06-20 Tom Yan , Chicheng Zhang

Algorithmic fairness has emerged as a critical concern in artificial intelligence (AI) research. However, the development of fair AI systems is not an objective process. Fairness is an inherently subjective concept, shaped by the values,…

The theory of algorithmic fair allocation is within the center of multi-agent systems and economics in the last decade due to its industrial and social importance. At a high level, the problem is to assign a set of items that are either…

计算机科学与博弈论 · 计算机科学 2022-02-18 Haris Aziz , Bo Li , Herve Moulin , Xiaowei Wu

In recent years, algorithms have been incorporated into fact-checking pipelines. They are used not only to flag previously fact-checked misinformation, but also to provide suggestions about which trending claims should be prioritized for…

计算机与社会 · 计算机科学 2023-02-10 Terrence Neumann , Nicholas Wolczynski

Algorithmic decision-making (ADM) increasingly shapes people's daily lives. Given that such autonomous systems can cause severe harm to individuals and social groups, fairness concerns have arisen. A human-centric approach demanded by…

人机交互 · 计算机科学 2021-03-23 Christopher Starke , Janine Baleis , Birte Keller , Frank Marcinkowski

How has recent AI Ethics literature addressed topics such as fairness and justice in the context of continued social and structural power asymmetries? We trace both the historical roots and current landmark work that have been shaping the…

The rapid trend of deploying artificial intelligence (AI) and machine learning (ML) systems in socially consequential domains has raised growing concerns about their trustworthiness, including potential discriminatory behaviours. Research…

机器学习 · 计算机科学 2025-09-22 Yijun Bian , Lei You , Yuya Sasaki , Haruka Maeda , Akira Igarashi

Machine learning (ML) and artificial intelligence (AI) tools increasingly permeate every possible social, political, and economic sphere; sorting, taxonomizing and predicting complex human behaviour and social phenomena. However, from…

计算机与社会 · 计算机科学 2022-06-10 Abeba Birhane

Artificial intelligence experts often question whether AI is fair. They view fairness as a property of AI systems rather than of sociopolitical and economic systems. This paper emphasizes the need to be fair in the social, political, and…

计算机与社会 · 计算机科学 2023-11-06 Marie Utterberg Modén , Marisa Ponti , Johan Lundin , Martin Tallvid

The increasing application of machine learning techniques in everyday decision-making processes has brought concerns about the fairness of algorithmic decision-making. This paper concerns the problem of collider bias which produces spurious…

In recent years, there has been a stimulating discussion on how artificial intelligence (AI) can support the science and engineering of intelligent educational applications. Many studies in the field are proposing actionable data mining…

计算机与社会 · 计算机科学 2022-08-24 Gianni Fenu , Roberta Galici , Mirko Marras

We address the critical issue of biased algorithms and unfair rankings, which have permeated various sectors, including search engines, recommendation systems, and workforce management. These biases can lead to discriminatory outcomes in a…

计算机与社会 · 计算机科学 2025-02-11 Chiara Criscuolo , Davide Martinenghi , Giuseppe Piccirillo

Recent years have seen growing interest among both researchers and practitioners in user-engaged approaches to algorithm auditing, which directly engage users in detecting problematic behaviors in algorithmic systems. However, we know…

人机交互 · 计算机科学 2023-02-22 Wesley Hanwen Deng , Bill Boyuan Guo , Alicia DeVrio , Hong Shen , Motahhare Eslami , Kenneth Holstein

This essay examines how judicial review should adapt to address challenges posed by artificial intelligence decision-making, particularly regarding minority rights and interests. As I argue in this essay, the rise of three…

计算机与社会 · 计算机科学 2026-01-16 Sonia Katyal

Widespread developments in automation have reduced the need for human input. However, despite the increased power of machine learning, in many contexts these programs make decisions that are problematic. Biases within data and opaque models…

人机交互 · 计算机科学 2020-04-16 Max Langenkamp , Allan Costa , Chris Cheung

The European legislature has proposed the Digital Services Act (DSA) and Artificial Intelligence Act (AIA) to regulate platforms and Artificial Intelligence (AI) products. We review to what extent third-party audits are part of both laws…

计算机与社会 · 计算机科学 2025-02-20 David Hartmann , José Renato Laranjeira de Pereira , Chiara Streitbörger , Bettina Berendt