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The effective integration of generative artificial intelligence in education is a fundamental aspect to prepare future generations. The objective of this study is to analyze from a quantitative and qualitative point of view the perception…

Computers and Society · Computer Science 2024-09-04 Sergio Altares-López , José M. Bengochea-Guevara , Carlos Ranz , Héctor Montes , Angela Ribeiro

Defining fairness in AI remains a persistent challenge, largely due to its deeply context-dependent nature and the lack of a universal definition. While numerous mathematical formulations of fairness exist, they sometimes conflict with one…

Computers and Society · Computer Science 2025-05-05 Kessia Nepomuceno , Fabio Petrillo

Fairness is one of the most commonly identified ethical principles in existing AI guidelines, and the development of fair AI-enabled systems is required by new and emerging AI regulation. But most approaches to addressing the fairness of…

We consider how fair treatment in society for people with disabilities might be impacted by the rise in the use of artificial intelligence, and especially machine learning methods. We argue that fairness for people with disabilities is…

Artificial Intelligence · Computer Science 2018-11-28 Shari Trewin

Artificial Intelligence (AI) solutions and technologies are being increasingly adopted in smart systems context, however, such technologies are continuously concerned with ethical uncertainties. Various guidelines, principles, and…

Computers and Society · Computer Science 2022-11-16 Arif Ali Khan , Muhammad Azeem Akbar , Mahdi Fahmideh , Peng Liang , Muhammad Waseem , Aakash Ahmad , Mahmood Niazi , Pekka Abrahamsson

With AI systems becoming more powerful and pervasive, there is increasing debate about keeping their actions aligned with the broader goals and needs of humanity. This multi-disciplinary and multi-stakeholder debate must resolve many…

Artificial Intelligence · Computer Science 2021-12-21 Koen Holtman

Artificial Intelligence (AI) is rapidly integrating into various aspects of our daily lives, influencing decision-making processes in areas such as targeted advertising and matchmaking algorithms. As AI systems become increasingly…

Artificial Intelligence · Computer Science 2025-03-11 Md. Tanzib Hosain , Mehedi Hasan Anik , Sadman Rafi , Rana Tabassum , Khaleque Insia , Md. Mehrab Siddiky

In this critical survey, we analyze typical claims on the relationship between explainable AI (XAI) and fairness to disentangle the multidimensional relationship between these two concepts. Based on a systematic literature review and a…

Artificial Intelligence · Computer Science 2024-05-08 Luca Deck , Jakob Schoeffer , Maria De-Arteaga , Niklas Kühl

Recently, the use of sound measures and metrics in Artificial Intelligence has become the subject of interest of academia, government, and industry. Efforts towards measuring different phenomena have gained traction in the AI community, as…

Artificial Intelligence · Computer Science 2021-09-22 Pedro H. C. Avelar , Rafael B. Audibert , Anderson R. Tavares , Luís C. Lamb

AI technologies have the potential to dramatically impact the lives of people with disabilities (PWD). Indeed, improving the lives of PWD is a motivator for many state-of-the-art AI systems, such as automated speech recognition tools that…

Computers and Society · Computer Science 2019-08-06 Anhong Guo , Ece Kamar , Jennifer Wortman Vaughan , Hanna Wallach , Meredith Ringel Morris

This research investigates the curriculum structures of undergraduate Artificial Intelligence (AI) education across universities worldwide. By examining the curricula of leading universities, the research seeks to contribute to a deeper…

Computers and Society · Computer Science 2024-07-25 Jianing Xia , Man Li , Jianxin Li

The recent surge in interest in ethics in artificial intelligence may leave many educators wondering how to address moral, ethical, and philosophical issues in their AI courses. As instructors we want to develop curriculum that not only…

Artificial Intelligence · Computer Science 2017-01-27 Emanuelle Burton , Judy Goldsmith , Sven Koenig , Benjamin Kuipers , Nicholas Mattei , Toby Walsh

The increased adoption of Artificial Intelligence (AI) presents an opportunity to solve many socio-economic and environmental challenges; however, this cannot happen without securing AI-enabled technologies. In recent years, most AI models…

Cryptography and Security · Computer Science 2021-02-10 Ayodeji Oseni , Nour Moustafa , Helge Janicke , Peng Liu , Zahir Tari , Athanasios Vasilakos

This study examines the perceptions of Brazilian K-12 education teachers regarding the use of AI in education, specifically General Purpose AI. This investigation employs a quantitative analysis approach, extracting information from a…

Computers and Society · Computer Science 2026-04-14 Bruno Florentino , Camila Sestito , Wellington Cruz , André de Carvalho , Robson Bonidia

Problem statement: Standardisation of AI fairness rules and benchmarks is challenging because AI fairness and other ethical requirements depend on multiple factors such as context, use case, type of the AI system, and so on. In this paper,…

Artificial Intelligence · Computer Science 2022-12-22 Avinash Agarwal , Harsh Agarwal

As Artificial Intelligence (AI) increasingly influences decisions in critical societal sectors, understanding and establishing causality becomes essential for evaluating the fairness of automated systems. This article explores the…

Machine Learning · Computer Science 2025-03-20 Ruta Binkyte , Ljupcho Grozdanovski , Sami Zhioua

Artificial Intelligence (AI) has achieved significant advancements in technology and research with the development over several decades, and is widely used in many areas including computing vision, natural language processing, time-series…

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

As Artificial Intelligence (AI) technology gets more intertwined with every system, people are using AI to make decisions on their everyday activities. In simple contexts, such as Netflix recommendations, or in more complex context like in…

Human-Computer Interaction · Computer Science 2020-03-04 Juliana Jansen Ferreira , Mateus de Souza Monteiro

Various tools and practices have been developed to support practitioners in identifying, assessing, and mitigating fairness-related harms caused by AI systems. However, prior research has highlighted gaps between the intended design of…

Artificial Intelligence · Computer Science 2022-02-14 Michael Madaio , Lisa Egede , Hariharan Subramonyam , Jennifer Wortman Vaughan , Hanna Wallach