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Among the seven key requirements to achieve trustworthy AI proposed by the High-Level Expert Group on Artificial Intelligence (AI-HLEG) established by the European Commission (EC), the fifth requirement ("Diversity, non-discrimination and…

Information Retrieval · Computer Science 2023-05-17 Lorenzo Porcaro , Carlos Castillo , Emilia Gómez , João Vinagre

Libraries are increasingly relying on computational methods, including methods from Artificial Intelligence (AI). This increasing usage raises concerns about the risks of AI that are currently broadly discussed in scientific literature, the…

Computers and Society · Computer Science 2023-03-14 Bettina Berendt , Özgür Karadeniz , Sercan Kıyak , Stefan Mertens , Leen d'Haenens

Synthetic data, which is artificially generated and intelligently mimicking or supplementing the real-world data, is increasingly used. The proliferation of AI agents and the adoption of synthetic data create a synthetic mirror that…

Computers and Society · Computer Science 2025-06-18 Marcelle Momha

The increasing prevalence of neurodivergence has led society to give greater recognition to the importance of neurodiversity. Yet societal perceptions of neurodivergence continue to be predominantly negative. Drawing on Critical Disability…

Human-Computer Interaction · Computer Science 2024-11-13 Lindy Le

Artificial Intelligence (AI) is a broad field that is upturning mental health care in many ways, from addressing anxiety, depression, and stress to increasing access, personalization of treatment, and real-time monitoring that enhances…

Computers and Society · Computer Science 2025-01-22 Hari Mohan Pandey

In the digital society's evolving landscape, open-source tooling and generative AI are pivotal in transforming global collaboration. These technologies promise to dismantle traditional barriers of accessibility, language, and governance,…

Cryptography and Security · Computer Science 2023-12-27 John Joseph O'Hare , Allen Fairchild , Umran Ali

The advent of AI and ML algorithms has led to opportunities as well as challenges. In this paper, we provide an overview of bias and fairness issues that arise with the use of ML algorithms. We describe the types and sources of data bias,…

Machine Learning · Statistics 2021-05-17 Nengfeng Zhou , Zach Zhang , Vijayan N. Nair , Harsh Singhal , Jie Chen , Agus Sudjianto

In a world of daily emerging scientific inquisition and discovery, the prolific launch of machine learning across industries comes to little surprise for those familiar with the potential of ML. Neither so should the congruent expansion of…

Artificial Intelligence · Computer Science 2021-12-13 Brianna Richardson , Juan E. Gilbert

Regulations govern many aspects of citizens' daily lives. Governments and businesses routinely automate these in the form of coded rules (e.g., to check a citizen's eligibility for specific benefits). However, the path to automation is long…

We discuss how over the last 30 to 50 years, Artificial Intelligence (AI) systems that focused only on data have been handicapped, and how knowledge has been critical in developing smarter, intelligent, and more effective systems. In fact,…

Artificial Intelligence · Computer Science 2021-04-16 Amit Sheth , Krishnaprasad Thirunarayan

We propose definitions of fairness in machine learning and artificial intelligence systems that are informed by the framework of intersectionality, a critical lens arising from the Humanities literature which analyzes how interlocking…

Machine Learning · Computer Science 2019-09-11 James Foulds , Rashidul Islam , Kamrun Naher Keya , Shimei Pan

Enormous attention and resources are being devoted to the quest for artificial general intelligence and, even more ambitiously, artificial superintelligence. We wonder about the implications for methodological research that aims to help…

Econometrics · Economics 2026-05-19 Jeff Dominitz , Charles F. Manski

The emergence of artificial intelligence (AI) and its progressively wider impact on many sectors across the society requires an assessment of its effect on sustainable development. Here we analyze published evidence of positive or negative…

Recent progress in artificial intelligence (AI) marks a pivotal moment in human history. It presents the opportunity for machines to learn, adapt, and perform tasks that have the potential to assist people, from everyday activities to their…

General Economics · Economics 2024-02-02 Guy Ben-Ishai , Jeff Dean , James Manyika , Ruth Porat , Hal Varian , Kent Walker

Combining big data and machine learning algorithms, the power of automatic decision tools induces as much hope as fear. Many recently enacted European legislation (GDPR) and French laws attempt to regulate the use of these tools. Leaving…

Other Statistics · Statistics 2018-10-04 Philippe Besse , Celine Castets-Renard , Aurelien Garivier , Jean-Michel Loubes

Artificial Intelligence-Generated Content (AIGC) has the potential to transform how people build and interact with virtual environments. Within this paper, we discuss potential benefits but also challenges that AIGC has for the creation of…

Human-Computer Interaction · Computer Science 2024-11-01 Jens Grubert , Junlong Chen , Per Ola Kristensson

Artificial intelligence is fundamentally changing how health content is encountered and acted upon across both the information and healthcare ecosystems. AI systems now generate claims, curate information, interpret symptoms, synthesize…

Computers and Society · Computer Science 2026-05-25 Matthew R. DeVerna , Harry Yaojun Yan , Kai-Cheng Yang , Filippo Menczer

Automated decision systems (ADS) have become ubiquitous in many high-stakes domains. Those systems typically involve sophisticated yet opaque artificial intelligence (AI) techniques that seldom allow for full comprehension of their inner…

Human-Computer Interaction · Computer Science 2021-09-14 Jakob Schoeffer , Yvette Machowski , Niklas Kuehl

The development of Machine Learning is experiencing growing interest from the general public, and in recent years there have been numerous press articles questioning its objectivity: racism, sexism, \dots Driven by the growing attention of…

Machine Learning · Statistics 2023-07-27 Marguerite Sauce , Antoine Chancel , Antoine Ly

With the increasing commoditization of computer vision, speech recognition and machine translation systems and the widespread deployment of learning-based back-end technologies such as digital advertising and intelligent infrastructures, AI…

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