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Calls for new metrics, technical standards and governance mechanisms to guide the adoption of Artificial Intelligence (AI) in institutions and public administration are now commonplace. Yet, most research and policy efforts aimed at…

Computers and Society · Computer Science 2023-07-21 Vincent J. Straub , Deborah Morgan , Youmna Hashem , John Francis , Saba Esnaashari , Jonathan Bright

As AI systems increasingly permeate everyday life, designers and developers face mounting pressure to balance innovation with ethical design choices. To date, the operationalisation of AI ethics has predominantly depended on frameworks that…

Human-Computer Interaction · Computer Science 2025-09-18 Benjamin J. Carroll , Jianlong Zhou , Paul F. Burke , Sabine Ammon

AI alignment is about ensuring AI systems only pursue goals and activities that are beneficial to humans. Most of the current approach to AI alignment is to learn what humans value from their behavioural data. This paper proposes a…

Artificial Intelligence · Computer Science 2023-10-06 Pei-Yu Chen , Myrthe L. Tielman , Dirk K. J. Heylen , Catholijn M. Jonker , M. Birna van Riemsdijk

Feature interaction selection is a fundamental problem in commercial recommender systems. Most approaches equally enumerate all features and interactions by the same pre-defined operation under expert guidance. Their recommendation is…

Artificial Intelligence · Computer Science 2024-05-30 Runlong Yu , Qixiang Shao , Qi Liu , Huan Liu , Enhong Chen

User trust in Artificial Intelligence (AI) enabled systems has been increasingly recognized and proven as a key element to fostering adoption. It has been suggested that AI-enabled systems must go beyond technical-centric approaches and…

Human-Computer Interaction · Computer Science 2023-12-05 Tita Alissa Bach , Amna Khan , Harry Hallock , Gabriela Beltrão , Sonia Sousa

The new characteristics of AI technology have brought new challenges to the research and development of AI systems. AI technology has benefited humans, but if improperly developed, it will harm humans. At present, there is no systematic…

Human-Computer Interaction · Computer Science 2021-12-06 Wei Xu , Liezhong Ge , Zaifeng Gao

In 2021, INFORMS, ACM SIGAI, and the Computing Community Consortium (CCC) hosted three workshops to explore synergies between Artificial Intelligence (AI) and Operations Research (OR) to improve decision-making. The workshops aimed to…

Current AI counseling systems struggle with maintaining effective long-term client engagement. Through formative research with counselors and a systematic literature review, we identified five key design considerations for AI counseling…

Human-Computer Interaction · Computer Science 2025-03-28 Yuanrong Tang , Yu Kang , Yifan Wang , Tianhong Wang , Chen Zhong , Jiangtao Gong

Generative artificial intelligence (GenAI) offers promising potential for advancing human-AI collaboration in qualitative research. However, existing works focused on conventional machine-learning and pattern-based AI systems, and little is…

Human-AI cooperative classification (HAI-CC) approaches aim to develop hybrid intelligent systems that enhance decision-making in various high-stakes real-world scenarios by leveraging both human expertise and AI capabilities. Current…

Machine Learning · Computer Science 2024-12-05 Zheng Zhang , Cuong Nguyen , Kevin Wells , Thanh-Toan Do , David Rosewarne , Gustavo Carneiro

Despite the growing interest in collaborative AI, designing systems that seamlessly integrate human input remains a major challenge. In this study, we developed a task to systematically examine human preferences for collaborative agents. We…

Artificial Intelligence · Computer Science 2025-10-28 Lukas William Mayer , Sheer Karny , Jackie Ayoub , Miao Song , Danyang Tian , Ehsan Moradi-Pari , Mark Steyvers

The advent of Artificial Intelligence (AI) tools, such as Large Language Models, has introduced new possibilities for Qualitative Data Analysis (QDA), offering both opportunities and challenges. To help navigate the responsible integration…

Computers and Society · Computer Science 2026-03-02 Elisabeth Kirsten , Annalina Buckmann , Leona Lassak , Nele Borgert , Abraham Mhaidli , Steffen Becker

Many important decisions in our everyday lives, such as authentication via biometric models, are made by Artificial Intelligence (AI) systems. These can be in poor alignment with human expectations, and testing them on clear-cut existing…

Human-Computer Interaction · Computer Science 2024-09-20 Lukas Mecke , Daniel Buschek , Uwe Gruenefeld , Florian Alt

Recent advances in digital platforms generate rich, high-dimensional logs of human behavior, and machine learning models have helped social scientists explain knowledge accumulation, communication, and information diffusion. Such models,…

Human-Computer Interaction · Computer Science 2025-05-02 Akira Matsui , Emilio Ferrara

As the use of artificial intelligence (AI) in high-stakes decision-making increases, the ability to contest such decisions is being recognised in AI ethics guidelines as an important safeguard for individuals. Yet, there is little guidance…

Human-Computer Interaction · Computer Science 2021-02-23 Henrietta Lyons , Eduardo Velloso , Tim Miller

Artificial intelligence improves enterprise decision-making by accelerating data analysis, reducing human error, and supporting evidence-based choices. A quantitative survey of 92 companies across multiple industries examines how AI…

An important feature of pervasive, intelligent assistance systems is the ability to dynamically adapt to the current needs of their users. Hence, it is critical for such systems to be able to recognize those goals and needs based on…

Artificial Intelligence · Computer Science 2023-01-16 Nils Wilken , Lea Cohausz , Johannes Schaum , Stefan Lüdtke , Heiner Stuckenschmidt

Human-centered artificial intelligence (AI) posits that machine learning and AI should be developed and applied in a socially aware way. In this article, we argue that qualitative analysis (QA) can be a valuable tool in this process,…

Human-Computer Interaction · Computer Science 2021-12-08 Orestis Papakyriakopoulos , Elizabeth Anne Watkins , Amy Winecoff , Klaudia Jaźwińska , Tithi Chattopadhyay

With the rise of AI systems in real-world applications comes the need for reliable and trustworthy AI. An essential aspect of this are explainable AI systems. However, there is no agreed standard on how explainable AI systems should be…

Artificial Intelligence · Computer Science 2022-07-04 Sascha Saralajew , Ammar Shaker , Zhao Xu , Kiril Gashteovski , Bhushan Kotnis , Wiem Ben Rim , Jürgen Quittek , Carolin Lawrence

AI systems and technologies that can interact with humans in real time face a communication dilemma: when to offer assistance and how frequently. Overly frequent or contextually redundant assistance can cause users to disengage, undermining…

Human-Computer Interaction · Computer Science 2025-08-05 Mark Steyvers , Lukas Mayer