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Trust biases how users rely on AI recommendations in AI-assisted decision-making tasks, with low and high levels of trust resulting in increased under- and over-reliance, respectively. We propose that AI assistants should adapt their…

Human-Computer Interaction · Computer Science 2026-01-27 Tejas Srinivasan , Jesse Thomason

Hundreds of millions of people rely on large language models (LLMs) for education, work, and even healthcare. Yet these models are known to reproduce and amplify social biases present in their training data. Moreover, text-based interfaces…

Computation and Language · Computer Science 2026-03-24 Carolin Holtermann , Minh Duc Bui , Kaitlyn Zhou , Valentin Hofmann , Katharina von der Wense , Anne Lauscher

Artificial Intelligence (AI) for supporting healthcare services has never been more necessitated than by the recent global pandemic. Here, we review the state-of-the-art in AI-enabled Chatbots in healthcare proposed during the last 10 years…

Artificial Intelligence · Computer Science 2023-08-09 Basabdatta Sen Bhattacharya , Vibhav Sinai Pissurlenkar

AI-based interactive assistants are advancing human-augmenting technology, yet their effects on users' mental and physiological states remain under-explored. We address this gap by analyzing how Copilot for Microsoft Word, a LLM-based…

Human-Computer Interaction · Computer Science 2025-06-05 Matthew Russell , Aman Shah , Giles Blaney , Judith Amores , Mary Czerwinski , Robert J. K. Jacob

People are increasingly turning to AI assistance for simple tasks, e.g., arithmetic, spell-check, and answering simple questions. But does AI assistance actually save users time and effort? We investigate people's propensity to use AI for…

Computers and Society · Computer Science 2026-05-22 Sunny Yu , Myra Cheng , Ahmad Jabbar , Ilia Sucholutsky , Katherine M. Collins , Dan Jurafsky , Robert D. Hawkins

In response to the increasing mental health challenges faced by college students, we sought to understand their perspectives on how AI applications, particularly Large Language Models (LLMs), can be leveraged to enhance their mental…

Human-Computer Interaction · Computer Science 2024-09-27 Owen Xingjian Zhang , Shuyao Zhou , Jiayi Geng , Yuhan Liu , Sunny Xun Liu

As AI technology develops, trust in AI agents is becoming more important for more AI applications in human society. Possible ways to improve the trust relationship include empathy, success-failure series, and capability (performance).…

Human-Computer Interaction · Computer Science 2025-04-22 Takahiro Tsumura , Seiji Yamada

The Rashomon effect describes the observation that in machine learning (ML) multiple models often achieve similar predictive performance while explaining the underlying relationships in different ways. This observation holds even for…

Machine Learning · Computer Science 2025-05-13 Julian Rosenberger , Philipp Schröppel , Sven Kruschel , Mathias Kraus , Patrick Zschech , Maximilian Förster

Large language models (LLMs) have the potential to boost human productivity by speeding up task completion -- provided users know when to offload cognitive work to them. But we do not know if users are well-calibrated in estimating these…

Computers and Society · Computer Science 2026-05-25 Sunny Yu , Myra Cheng , Ahmad Jabbar , Ilia Sucholutsky , Katherine M. Collins , Dan Jurafsky , Robert D. Hawkins

As AI companions become capable of human-like communication, including telling jokes, understanding how people cognitively and emotionally respond to AI humor becomes increasingly important. This study used electroencephalography (EEG) to…

Computation and Language · Computer Science 2025-09-17 Xiaohui Rao , Hanlin Wu , Zhenguang G. Cai

Recent developments in explainable artificial intelligence promise the potential to transform human-robot interaction: Explanations of robot decisions could affect user perceptions, justify their reliability, and increase trust. However,…

Gamification applies game mechanics to non-game environments to motivate and engage users. Artificial Intelligence (AI) offers powerful tools for personalizing and optimizing gamification, adapting to users' needs, preferences, and…

Human-Computer Interaction · Computer Science 2024-11-19 Carlos J. Costa , Joao Tiago Aparicio , Manuela Aparicio , Sofia Aparicio

We examined the effects of predictive AI deployment on the immediate performance and learning of medical novices. In two pre-registered field experiments, we varied whether AI input was provided during the training or practice of lung…

Human-Computer Interaction · Computer Science 2026-03-03 Vivianna Fang He , Sihan Li , Phanish Puranam , Feng Lin

Feedback from artificial intelligence (AI) is increasingly easy to access and research has already established that people learn from it. But individuals choose when and how to seek such feedback, and more engaged and motivated individuals…

General Economics · Economics 2026-04-22 Christoph Riedl , Eric Bogert

Artificial intelligence chatbots have achieved unprecedented adoption, with millions now using these systems for emotional support and companionship in contexts of widespread social isolation and capacity-constrained mental health services.…

This paper investigates how natural language communication with an AI agent affects human cooperative behaviour in indefinitely repeated Prisoner's Dilemma games. We conduct a laboratory experiment (n = 126) with two between-subjects…

General Economics · Economics 2026-03-18 Chowdhury Mohammad Sakib Anwar , Konstantinos Georgalos

Artificial intelligence (AI) has the potential to revolutionize the drug discovery process, offering improved efficiency, accuracy, and speed. However, the successful application of AI is dependent on the availability of high-quality data,…

In this work, we empirically examine human-AI decision-making in the presence of explanations based on predicted outcomes. This type of explanation provides a human decision-maker with expected consequences for each decision alternative at…

Human-Computer Interaction · Computer Science 2022-08-31 Johannes Jakubik , Jakob Schöffer , Vincent Hoge , Michael Vössing , Niklas Kühl

The development of Natural Language Generation models has led to the creation of powerful Artificial Intelligence-assisted writing tools. These tools are capable of predicting users' needs and actively providing suggestions as they write.…

Human-Computer Interaction · Computer Science 2023-06-30 Carlos Alves Pereira , Tanay Komarlu , Wael Mobeirek

The increasing prevalence of Artificial Intelligence (AI) in safety-critical contexts such as air-traffic control leads to systems that are practical and efficient, and to some extent explainable to humans to be trusted and accepted. The…

Computers and Society · Computer Science 2023-06-28 Sabine Theis , Sophie Jentzsch , Fotini Deligiannaki , Charles Berro , Arne Peter Raulf , Carmen Bruder