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Artificial Intelligence (AI) systems are frequently employed in online services to provide personalized experiences to users based on large collections of data. However, AI systems can be designed in different ways, with black-box AI…

Machine Learning · Computer Science 2025-02-28 Julian Rosenberger , Sophie Kuhlemann , Verena Tiefenbeck , Mathias Kraus , Patrick Zschech

The rapid rise of compound AI systems (a.k.a., AI agents) is reshaping the labor market, raising concerns about job displacement, diminished human agency, and overreliance on automation. Yet, we lack a systematic understanding of the…

Computers and Society · Computer Science 2026-02-03 Yijia Shao , Humishka Zope , Yucheng Jiang , Jiaxin Pei , David Nguyen , Erik Brynjolfsson , Diyi Yang

Artificial intelligence (AI) is increasingly being adopted in most industries, and for applications such as note taking and checking grammar, there is typically not a cause for concern. However, when constitutional rights are involved, as…

AI recommender systems are sought for decision support by providing suggestions to operators responsible for making final decisions. However, these systems are typically considered black boxes, and are often presented without any context or…

Human-Computer Interaction · Computer Science 2023-10-18 Divya K. Srivastava , J. Mason Lilly , Karen M. Feigh

Human-AI collaboration is evolving from a tool-based perspective to a partnership model where AI systems complement and enhance human capabilities. Traditional approaches often limit AI to a supportive role, missing the potential for…

Human-Computer Interaction · Computer Science 2025-02-04 Aung Pyae

The development of privacy-enhancing technologies has made immense progress in reducing trade-offs between privacy and performance in data exchange and analysis. Similar tools for structured transparency could be useful for AI governance by…

Artificial Intelligence · Computer Science 2023-03-22 Emma Bluemke , Tantum Collins , Ben Garfinkel , Andrew Trask

The use of language technologies in high-stake settings is increasing in recent years, mostly motivated by the success of Large Language Models (LLMs). However, despite the great performance of LLMs, they are are susceptible to ethical…

Artificial Intelligence · Computer Science 2025-06-16 Alejandro Peña , Julian Fierrez , Aythami Morales , Gonzalo Mancera , Miguel Lopez , Ruben Tolosana

The integration of Artificial Intelligence (AI) necessitates determining whether systems function as tools or collaborative teammates. In this study, by synthesizing Human-AI Interaction (HAI) literature, we analyze this distinction across…

Human-Computer Interaction · Computer Science 2026-02-19 Most. Sharmin Sultana Samu , Nafisa Khan , Kazi Toufique Elahi , Tasnuva Binte Rahman , Md. Rakibul Islam , Farig Sadeque

Artificial Intelligence (AI) systems are being deployed around the globe in critical fields such as healthcare and education. In some cases, expert practitioners in these domains are being tasked with introducing or using such systems, but…

Computers and Society · Computer Science 2021-06-16 Iain Barclay , Will Abramson

Employers are adopting algorithmic hiring technology throughout the recruitment pipeline. Algorithmic fairness is especially applicable in this domain due to its high stakes and structural inequalities. Unfortunately, most work in this…

The EU Artificial Intelligence (AI) Act directs businesses to assess their AI systems to ensure they are developed in a way that is human-centered and trustworthy. The rapid adoption of AI in the industry has outpaced ethical evaluation…

Computers and Society · Computer Science 2025-09-30 Louise McCormack , Diletta Huyskes , Dave Lewis , Malika Bendechache

As artificial intelligence (AI) and robotics increasingly permeate society, ensuring the ethical behavior of these systems has become paramount. This paper contends that transparency in AI decision-making processes is fundamental to…

Computers and Society · Computer Science 2025-08-11 Ahmad Farooq , Kamran Iqbal

The potential risk of AI systems unintentionally embedding and reproducing bias has attracted the attention of machine learning practitioners and society at large. As policy makers are willing to set the standards of algorithms and AI…

Artificial Intelligence · Computer Science 2020-03-17 Boris Ruf , Chaouki Boutharouite , Marcin Detyniecki

The integration of Artificial Intelligence (AI) into high-stakes domains such as healthcare, finance, and autonomous systems is often constrained by concerns over transparency, interpretability, and trust. While Human-Centered AI (HCAI)…

Human-Computer Interaction · Computer Science 2025-04-29 Chameera De Silva , Thilina Halloluwa , Dhaval Vyas

AI-enhanced personality assessments are increasingly shaping hiring decisions, using affective computing to predict traits from the Big Five (OCEAN) model. However, integrating AI into these assessments raises ethical concerns, especially…

Human-Computer Interaction · Computer Science 2025-11-24 Dena F. Mujtaba , Nihar R. Mahapatra

Fairness in artificial intelligence (AI) has become a growing concern due to discriminatory outcomes in AI-based decision-making systems. While various methods have been proposed to mitigate bias, most rely on complete demographic…

Computers and Society · Computer Science 2025-11-18 Zichong Wang , Zhipeng Yin , Roland H. C. Yap , Wenbin Zhang

Artificial intelligence (AI) is becoming increasingly more popular and can be found in workplaces and homes around the world. The decisions made by such "black box" systems are often opaque; that is, so complex as to be functionally…

Artificial Intelligence · Computer Science 2022-05-27 Rob Geada , Tommaso Teofili , Rui Vieira , Rebecca Whitworth , Daniele Zonca

In the past decade, the deployment of deep learning (Artificial Intelligence (AI)) methods has become pervasive across a spectrum of real-world applications, often in safety-critical contexts. This comprehensive research article rigorously…

Computers and Society · Computer Science 2024-03-01 Sidra Nasir , Rizwan Ahmed Khan , Samita Bai

The future of Requirements Engineering (RE) is increasingly driven by artificial intelligence (AI), reshaping how we elicit, analyze, and validate requirements. Traditional RE is based on labor-intensive manual processes prone to errors and…

Software Engineering · Computer Science 2025-10-30 Mateen Ahmed Abbasi , Petri Ihantola , Tommi Mikkonen , Niko Mäkitalo

As artificial intelligence (AI) systems become more prevalent, ensuring fairness in their design becomes increasingly important. This survey focuses on the subdomains of social media and healthcare, examining the concepts of fairness,…

Computers and Society · Computer Science 2023-06-09 Aditya Singhal , Hasnaat Tanveer , Vijay Mago