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Artificial Intelligence (AI) systems have historically been used as tools that execute narrowly defined tasks. Yet recent advances in AI have unlocked possibilities for a new class of models that genuinely collaborate with humans in complex…

Artificial Intelligence · Computer Science 2025-05-23 Kerem Oktar , Katherine M. Collins , Jose Hernandez-Orallo , Diane Coyle , Stephen Cave , Adrian Weller , Ilia Sucholutsky

Artificial intelligence (AI) is now widely used to facilitate social interaction, but its impact on social relationships and communication is not well understood. We study the social consequences of one of the most pervasive AI…

Human-Computer Interaction · Computer Science 2021-02-12 Jess Hohenstein , Dominic DiFranzo , Rene F. Kizilcec , Zhila Aghajari , Hannah Mieczkowski , Karen Levy , Mor Naaman , Jeff Hancock , Malte Jung

To benefit from AI advances, users and operators of AI systems must have reason to trust it. Trust arises from multiple interactions, where predictable and desirable behavior is reinforced over time. Providing the system's users with some…

Artificial Intelligence · Computer Science 2022-01-27 Stephanie Galaitsi , Benjamin D. Trump , Jeffrey M. Keisler , Igor Linkov , Alexander Kott

AI-based tools that mediate, enhance or generate parts of video communication may interfere with how people evaluate trustworthiness and credibility. In two preregistered online experiments (N = 2,000), we examined whether AI-mediated video…

Human-Computer Interaction · Computer Science 2026-03-20 Nelson Navajas Fernández , Jeffrey T. Hancock , Maurice Jakesch

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

As generative foundation models improve, they also tend to become more persuasive, raising concerns that AI automation will enable governments, firms, and other actors to manipulate beliefs with unprecedented scale and effectiveness at…

Computers and Society · Computer Science 2025-09-08 Zachary Wojtowicz

The growing use of artificial intelligence (AI) in education, professional work, and everyday problem-solving has raised important questions about its effect on human reasoning. While AI can improve efficiency, save time, and support…

Human-Computer Interaction · Computer Science 2026-04-22 M Murshidul Bari , Akif Islam , Mohd Ruhul Ameen , Abu Saleh Musa Miah , Jungpil Shin

As reliance on AI systems for decision-making grows, it becomes critical to ensure that human users can appropriately balance trust in AI suggestions with their own judgment, especially in high-stakes domains like healthcare. However, human…

Human-Computer Interaction · Computer Science 2025-01-29 Zichen Chen , Yunhao Luo , Misha Sra

Handling trust is one of the core requirements for facilitating effective interaction between the human and the AI agent. Thus, any decision-making framework designed to work with humans must possess the ability to estimate and leverage…

Artificial Intelligence · Computer Science 2023-01-31 Zahra Zahedi , Sarath Sreedharan , Subbarao Kambhampati

To achieve the promoted benefits of an AI symptom checker, laypeople must trust and subsequently follow its instructions. In AI, explanations are seen as a tool to communicate the rationale behind black-box decisions to encourage trust and…

Human-Computer Interaction · Computer Science 2022-03-01 Claire Woodcock , Brent Mittelstadt , Dan Busbridge , Grant Blank

Artificial Intelligence (AI) increasingly shows its potential to outperform predicate logic algorithms and human control alike. In automatically deriving a system model, AI algorithms learn relations in data that are not detectable for…

Artificial Intelligence · Computer Science 2022-10-12 Simon Daniel Duque Anton , Daniel Schneider , Hans Dieter Schotten

The use of artificial intelligence models has recently grown common; we may use them to write lines of code for us, summarize readings, draft emails, or even illustrate images. But when it comes to important decisions we need to make, such…

Human-Computer Interaction · Computer Science 2024-01-26 Ali Saffarini

In many real world contexts, successful human-AI collaboration requires humans to productively integrate complementary sources of information into AI-informed decisions. However, in practice human decision-makers often lack understanding of…

Human-Computer Interaction · Computer Science 2023-01-30 Kenneth Holstein , Maria De-Arteaga , Lakshmi Tumati , Yanghuidi Cheng

Taking advice from others requires confidence in their competence. This is important for interaction with peers, but also for collaboration with social robots and artificial agents. Nonetheless, we do not always have access to information…

Robotics · Computer Science 2022-12-21 Joshua Zonca , Anna Folso , Alessandra Sciutti

In today's society, where Artificial Intelligence (AI) has gained a vital role, concerns regarding user's trust have garnered significant attention. The use of AI systems in high-risk domains have often led users to either under-trust it,…

Human-Computer Interaction · Computer Science 2025-04-16 Siddharth Mehrotra , Ujwal Gadiraju , Eva Bittner , Folkert van Delden , Catholijn M. Jonker , Myrthe L. Tielman

Trust and reliance are often treated as coupled constructs in human-AI interaction research, with the assumption that calibrating trust will lead to appropriate reliance. We challenge this assumption in educational contexts, where students…

Human-Computer Interaction · Computer Science 2026-01-26 Olivia Pal , Veda Duddu , Agam Goyal , Drishti Goel , Koustuv Saha

Despite rapid technological progress, effective human-machine cooperation remains a significant challenge. Humans tend to cooperate less with machines than with fellow humans, a phenomenon known as the machine penalty. Here, we show that…

Human-Computer Interaction · Computer Science 2025-05-29 Zhen Wang , Ruiqi Song , Chen Shen , Shiya Yin , Zhao Song , Balaraju Battu , Lei Shi , Danyang Jia , Talal Rahwan , Shuyue Hu

In this paper, we show that counterfactual explanations of confidence scores help users better understand and better trust an AI model's prediction in human-subject studies. Showing confidence scores in human-agent interaction systems can…

Machine Learning · Computer Science 2022-06-08 Thao Le , Tim Miller , Ronal Singh , Liz Sonenberg

While artificial intelligence has the potential to process vast amounts of data, generate new insights, and unlock greater productivity, its widespread adoption may entail unforeseen consequences. We identify conditions under which AI, by…

Artificial Intelligence · Computer Science 2025-01-22 Andrew J. Peterson

Many hyper-personalized AI systems profile people's characteristics (e.g., personality traits) to provide personalized recommendations. These systems are increasingly used to facilitate interactions among people, such as providing teammate…

Human-Computer Interaction · Computer Science 2024-05-28 Qiaosi Wang , Chidimma L. Anyi , Vedant Das Swain , Ashok K. Goel