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Algorithmic processes are increasingly employed to perform managerial decision making, especially after the tremendous success in Artificial Intelligence (AI). This paradigm shift is occurring because these sophisticated AI techniques are…

Computers and Society · Computer Science 2021-09-30 Jianlong Zhou , Sunny Verma , Mudit Mittal , Fang Chen

Appropriate reliance is critical to achieving synergistic human-AI collaboration. For instance, when users over-rely on AI assistance, their human-AI team performance is bounded by the model's capability. This work studies how the…

Human-Computer Interaction · Computer Science 2024-01-17 Shiye Cao , Anqi Liu , Chien-Ming Huang

As intelligence increases, so does its shadow. AI deception, in which systems induce false beliefs to secure self-beneficial outcomes, has evolved from a speculative concern to an empirically demonstrated risk across language models, AI…

Counterfactual (CF) explanations have been employed as one of the modes of explainability in explainable AI-both to increase the transparency of AI systems and to provide recourse. Cognitive science and psychology, however, have pointed out…

Artificial Intelligence · Computer Science 2022-12-14 Marko Tesic , Ulrike Hahn

We explore how an AI model's decision fairness affects people's engagement with and perceived fairness of the model if they are subject to its decisions, but could repeatedly and strategically respond to these decisions. Two types of…

Human-Computer Interaction · Computer Science 2024-10-07 Meric Altug Gemalmaz , Ming Yin

Recent advances in natural language processing and computer vision have led to AI models that interpret simple scenes at human levels. Yet, we do not have a complete understanding of how humans and AI models differ in their interpretation…

Artificial Intelligence · Computer Science 2021-04-30 Shravan Murlidaran , William Yang Wang , Miguel P. Eckstein

As artificial intelligence (AI) is increasingly integrated into news production, calls for transparency about the use of AI have gained considerable traction. Recent studies suggest that AI disclosures can lead to a ``transparency…

Human-Computer Interaction · Computer Science 2026-01-15 Pooja Prajod , Hannes Cools , Thomas Röggla , Karthikeya Puttur Venkatraj , Amber Kusters , Alia ElKattan , Pablo Cesar , Abdallah El Ali

This study investigates how personal differences (digital self-efficacy, technical knowledge, belief in equality, political ideology) and demographic factors (age, education, and income) are associated with perceptions of artificial…

Human-Computer Interaction · Computer Science 2024-10-18 Soojong Kim

As artificial intelligence rapidly transforms society, developers and policymakers struggle to anticipate which applications will face public moral resistance. We propose that these judgments are not idiosyncratic but systematic and…

Computers and Society · Computer Science 2025-10-08 Kimmo Eriksson , Simon Karlsson , Irina Vartanova , Pontus Strimling

Machine learning algorithms are increasingly used to assist human decision-making. When the goal of machine assistance is to improve the accuracy of human decisions, it might seem appealing to design ML algorithms that complement human…

Computers and Society · Computer Science 2022-09-09 Nina Grgić-Hlača , Claude Castelluccia , Krishna P. Gummadi

While people generally trust AI to make decisions in various aspects of their lives, concerns arise when AI is involved in decisions with significant moral implications. The absence of a precise mathematical framework for moral reasoning…

Artificial Intelligence · Computer Science 2024-07-11 Vincent Conitzer

As AI grows more powerful, it will increasingly shape how we understand the world. But with this influence comes the risk of amplifying misinformation and deepening social divides-especially on consequential topics where factual accuracy…

Although much research has focused on AI explanations to support decisions in complex information-seeking tasks such as fact-checking, the role of evidence is surprisingly under-researched. In our study, we systematically varied explanation…

Human-Computer Interaction · Computer Science 2026-01-19 Greta Warren , Jingyi Sun , Irina Shklovski , Isabelle Augenstein

Given the fast rise of increasingly autonomous artificial agents and robots, a key acceptability criterion will be the possible moral implications of their actions. In particular, intelligent persuasive systems (systems designed to…

Computers and Society · Computer Science 2014-04-16 Marco Guerini , Fabio Pianesi , Oliviero Stock

Several strands of research have aimed to bridge the gap between artificial intelligence (AI) and human decision-makers in AI-assisted decision-making, where humans are the consumers of AI model predictions and the ultimate decision-makers…

Human-Computer Interaction · Computer Science 2022-04-06 Charvi Rastogi , Yunfeng Zhang , Dennis Wei , Kush R. Varshney , Amit Dhurandhar , Richard Tomsett

In AI-assisted decision-making, humans often passively review AI's suggestion and decide whether to accept or reject it as a whole. In such a paradigm, humans are found to rarely trigger analytical thinking and face difficulties in…

Human-Computer Interaction · Computer Science 2025-03-13 Shuai Ma , Qiaoyi Chen , Xinru Wang , Chengbo Zheng , Zhenhui Peng , Ming Yin , Xiaojuan Ma

Human judgment has always been central to conflict and escalation, but how will a world of artificial intelligence (AI) change the role of humans in war? As militaries increasingly adopt AI-enabled decision-support systems (DSS), including…

Computers and Society · Computer Science 2026-05-07 Lauren Kahn , Michael C. Horowitz , Laura Resnick Samotin

Studies show that interactions with an AI system fosters trust in human users towards AI. An often overlooked element of such interaction dynamics is the (sense of) urgency when the human user is prompted by an AI agent, e.g., for advice or…

Artificial Intelligence · Computer Science 2026-04-10 Baran Shajari , Xiaoran Liu , Kyanna Dagenais , Istvan David

To support human decision making with machine learning models, we often need to elucidate patterns embedded in the models that are unsalient, unknown, or counterintuitive to humans. While existing approaches focus on explaining machine…

Human-Computer Interaction · Computer Science 2020-01-17 Vivian Lai , Han Liu , Chenhao Tan

How much are we to trust a decision made by an AI algorithm? Trusting an algorithm without cause may lead to abuse, and mistrusting it may similarly lead to disuse. Trust in an AI is only desirable if it is warranted; thus, calibrating…

Human-Computer Interaction · Computer Science 2023-03-27 Neil Natarajan , Reuben Binns , Jun Zhao , Nigel Shadbolt
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