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With the emergence of Artificial Intelligence (AI)-based decision-making, explanations help increase new technology adoption through enhanced trust and reliability. However, our experimental study challenges the notion that every user…

Human-Computer Interaction · Computer Science 2024-05-01 Sabid Bin Habib Pias , Alicia Freel , Timothy Trammel , Taslima Akter , Donald Williamson , Apu Kapadia

In a human-AI collaboration, users build a mental model of the AI system based on its reliability and how it presents its decision, e.g. its presentation of system confidence and an explanation of the output. Modern NLP systems are often…

Computation and Language · Computer Science 2023-10-23 Shehzaad Dhuliawala , Vilém Zouhar , Mennatallah El-Assady , Mrinmaya Sachan

The Internet revolution in 1990, followed by the data-driven and information revolution, has transformed the world as we know it. Nowadays, what seam to be 10 to 20 years ago, a science fiction idea (i.e., machines dominating the world) is…

Human-Computer Interaction · Computer Science 2023-05-24 Sonia Sousa , Jose Cravino , Paulo Martins

Predicting the collaboration likelihood and measuring cognitive trust to AI systems is more important than ever. To do that, previous research mostly focus solely on the model features (e.g., accuracy, confidence) and ignore the human…

Artificial Intelligence · Computer Science 2024-01-19 Müge Kural , Ali Gebeşçe , Tilek Chubakov , Gözde Gül Şahin

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

Automated verbal deception detection using methods from Artificial Intelligence (AI) has been shown to outperform humans in disentangling lies from truths. Research suggests that transparency and interpretability of computational methods…

Human-Computer Interaction · Computer Science 2026-04-10 Riccardo Loconte , Merylin Monaro , Pietro Pietrini , Bruno Verschuere , Bennett Kleinberg

The promise of human-AI teaming lies in humans and AI working together to achieve performance levels neither could accomplish alone. Effective communication between AI and humans is crucial for teamwork, enabling users to efficiently…

Human-Computer Interaction · Computer Science 2025-08-13 Tina Behzad , Nikolos Gurney , Ning Wang , David V. Pynadath

Artificial Intelligence (AI) covers a broad spectrum of computational problems and use cases. Many of those implicate profound and sometimes intricate questions of how humans interact or should interact with AIs. Moreover, many users or…

Artificial Intelligence · Computer Science 2022-09-19 Carolin Wienrich , Marc Erich Latoschik

Human computation is an approach to solving problems that prove difficult using AI only, and involves the cooperation of many humans. Because human computation requires close engagement with both "human populations as users" and "human…

Artificial Intelligence · Computer Science 2022-10-25 Hisashi Kashima , Satoshi Oyama , Hiromi Arai , Junichiro Mori

In recent years, the rapid development of AI systems has brought about the benefits of intelligent services but also concerns about security and reliability. By fostering appropriate user reliance on an AI system, both complementary team…

Artificial Intelligence · Computer Science 2025-01-22 Gaole He , Patrick Hemmer , Michael Vössing , Max Schemmer , Ujwal Gadiraju

Human feedback is commonly utilized to finetune AI assistants. But human feedback may also encourage model responses that match user beliefs over truthful ones, a behaviour known as sycophancy. We investigate the prevalence of sycophancy in…

In human-AI interactions, explanation is widely seen as necessary for enabling trust in AI systems. We argue that trust, however, may be a pre-requisite because explanation is sometimes impossible. We derive this result from a formalization…

Artificial Intelligence · Computer Science 2025-03-03 Nghi Truong , Phanish Puranam , Ilia Testlin

In settings where human decision-making relies on AI input, both the predictive accuracy of the AI system and the reliability of its confidence estimates influence decision quality. We highlight the role of AI metacognitive sensitivity --…

Artificial Intelligence · Computer Science 2025-08-15 ZhaoBin Li , Mark Steyvers

This study investigated whether human trust in a social robot with anthropomorphic physicality is similar to that in an AI agent or in a human in order to clarify how anthropomorphic physicality influences human trust in an agent. We…

Human-Computer Interaction · Computer Science 2023-04-05 Akihiro Maehigashi , Takahiro Tsumura , Seiji Yamada

AI systems are often used to make or contribute to important decisions in a growing range of applications, including criminal justice, hiring, and medicine. Since these decisions impact human lives, it is important that the AI systems act…

Artificial Intelligence · Computer Science 2021-03-16 Duncan C McElfresh , Lok Chan , Kenzie Doyle , Walter Sinnott-Armstrong , Vincent Conitzer , Jana Schaich Borg , John P Dickerson

Social interactions promote well-being, yet barriers like geographic distance, time limitations, and mental health conditions can limit face-to-face interactions. Emotionally responsive AI systems, such as chatbots, offer new opportunities…

Human-Computer Interaction · Computer Science 2025-10-28 Mahnaz Roshanaei , Rezvaneh Rezapour , Magy Seif El-Nasr

A growing literature studies how humans incorporate advice from algorithms. This study examines an algorithm with millions of daily users: ChatGPT. In a preregistered study, 118 student participants answer 2,828 multiple-choice questions…

Human-Computer Interaction · Computer Science 2023-06-14 Peter Zhang

Trust is a fundamental concept in human decision-making and collaboration that has long been studied in philosophy and psychology. However, software engineering (SE) articles often use the term trust informally; providing an explicit…

Software Engineering · Computer Science 2026-01-29 Sebastian Baltes , Timo Speith , Brenda Chiteri , Seyedmoein Mohsenimofidi , Shalini Chakraborty , Daniel Buschek

Trust is essential in shaping human interactions with one another and with robots. This paper discusses how human trust in robot capabilities transfers across multiple tasks. We first present a human-subject study of two distinct task…

Robotics · Computer Science 2021-08-27 Harold Soh , Yaqi Xie , Min Chen , David Hsu

This study examines the understudied role of algorithmic evaluation of human judgment in hybrid decision-making systems, a critical gap in management research. While extant literature focuses on human reluctance to follow algorithmic…

Human-Computer Interaction · Computer Science 2025-04-22 Yuanjun Feng , Vivek Chodhary , Yash Raj Shrestha