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Ensuring diversity and inclusion (D&I) in artificial intelligence (AI) is crucial for mitigating biases and promoting equitable decision-making. However, existing AI risk assessment frameworks often overlook inclusivity, lacking…

Artificial Intelligence · Computer Science 2025-06-24 Rifat Ara Shams , Didar Zowghi , Muneera Bano

A growing body of literature has proposed formal approaches to audit algorithmic systems for biased and harmful behaviors. While formal auditing approaches have been greatly impactful, they often suffer major blindspots, with critical…

Human-Computer Interaction · Computer Science 2021-08-26 Hong Shen , Alicia DeVos , Motahhare Eslami , Kenneth Holstein

Artificial Intelligence (AI) is at the forefront of modern technology, and its effects are felt in many areas of society. To prevent algorithmic disparities, fairness, accountability, transparency, and ethics (FATE) in AI are being…

Computers and Society · Computer Science 2023-11-14 Isa Inuwa-Dutse

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…

Human-Computer Interaction · Computer Science 2021-03-23 Christopher Starke , Janine Baleis , Birte Keller , Frank Marcinkowski

Throughout application domains, we now rely extensively on algorithmic systems to engage with ever-expanding datasets of information. Despite their benefits, these systems are often complex (comprising of many intricate tools, e.g.,…

Computers and Society · Computer Science 2025-10-21 Stefania Ionescu , Robin Forsberg , Elsa Lichtenegger , Salima Jaoua , Kshitijaa Jaglan , Florian Dorfler , Aniko Hannak

With the European Union's Artificial Intelligence Act taking effect on 1 August 2024, high-risk AI applications must adhere to stringent transparency and fairness standards. This paper addresses a crucial question: how can we scientifically…

Applications · Statistics 2024-09-09 Shiqi Fang , Zexun Chen , Jake Ansell

Automated hiring systems are among the fastest-developing of all high-stakes AI systems. Among these are algorithmic personality tests that use insights from psychometric testing, and promise to surface personality traits indicative of…

Computers and Society · Computer Science 2022-04-13 Alene K. Rhea , Kelsey Markey , Lauren D'Arinzo , Hilke Schellmann , Mona Sloane , Paul Squires , Falaah Arif Kahn , Julia Stoyanovich

Several policy options exist, or have been proposed, to further responsible artificial intelligence (AI) development and deployment. Institutions, including U.S. government agencies, states, professional societies, and private and public…

Computers and Society · Computer Science 2022-12-02 Emily Hadley

he ethical implications of algorithmic systems have been much discussed in both HCI and the broader community of those interested in technology design, development and policy. In this paper, we explore the application of one prominent…

Computers and Society · Computer Science 2019-08-20 Os Keyes , Jevan Hutson , Meredith Durbin

Fairness research in machine learning often centers on ensuring equitable performance of individual models. However, real-world recommendation systems are built on multiple models and even multiple stages, from candidate retrieval to…

Artificial Intelligence · Computer Science 2025-01-03 Brian Hsu , Cyrus DiCiccio , Natesh Sivasubramoniapillai , Hongseok Namkoong

We are witnessing the emergence of an AI economy and society where AI technologies are increasingly impacting health care, business, transportation and many aspects of everyday life. Many successes have been reported where AI systems even…

Machine Learning · Computer Science 2022-12-27 D. Petkovic

This study discusses the interplay between metrics used to measure the explainability of the AI systems and the proposed EU Artificial Intelligence Act. A standardisation process is ongoing: several entities (e.g. ISO) and scholars are…

Artificial Intelligence · Computer Science 2022-01-20 Francesco Sovrano , Salvatore Sapienza , Monica Palmirani , Fabio Vitali

Important decisions that impact human lives, livelihoods, and the natural environment are increasingly being automated. Delegating tasks to so-called automated decision-making systems (ADMS) can improve efficiency and enable new solutions.…

Computers and Society · Computer Science 2021-10-22 Jakob Mokander , Jessica Morley , Mariarosaria Taddeo , Luciano Floridi

The utilization of artificial intelligence (AI) applications has experienced tremendous growth in recent years, bringing forth numerous benefits and conveniences. However, this expansion has also provoked ethical concerns, such as privacy…

Artificial intelligence develops techniques and systems whose performance must be evaluated on a regular basis in order to certify and foster progress in the discipline. We will describe and critically assess the different ways AI systems…

Artificial Intelligence · Computer Science 2016-08-23 Jose Hernandez-Orallo

The integration of Artificial Intelligence in the development of computer systems presents a new challenge: make intelligent systems explainable to humans. This is especially vital in the field of health and well-being, where transparency…

Artificial intelligence (AI) methods have been proposed for the prediction of social behaviors which could be reasonably understood from patient-reported information. This raises novel ethical concerns about respect, privacy, and control…

With the rapid adoption of Internet technologies, digital footprints have become ubiquitous and versatile to revolutionise the financial industry in digital transformation. This paper takes initiatives to investigate a new paradigm of the…

Artificial Intelligence · Computer Science 2021-05-21 Minh-Duc Hoang , Linh Le , Anh-Tuan Nguyen , Trang Le , Hoang D. Nguyen

A growing number of oversight boards and regulatory bodies seek to monitor and govern algorithms that make decisions about people's lives. Prior work has explored how people believe algorithmic decisions should be made, but there is little…

Computers and Society · Computer Science 2022-09-07 Nina Grgić-Hlača , Gabriel Lima , Adrian Weller , Elissa M. Redmiles

The importance and pervasiveness of emotions in our lives makes affective computing a tremendously important and vibrant line of work. Systems for automatic emotion recognition (AER) and sentiment analysis can be facilitators of enormous…

Computation and Language · Computer Science 2022-03-22 Saif M. Mohammad