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In recent years, agents have become capable of communicating seamlessly via natural language and navigating in environments that involve cooperation and competition, a fact that can introduce social dilemmas. Due to the interleaving of…

Artificial Intelligence · Computer Science 2025-01-28 Maayan Orner , Oleg Maksimov , Akiva Kleinerman , Charles Ortiz , Sarit Kraus

This work documents a pilot user study evaluating the effectiveness of contrastive, causal and example explanations in supporting human understanding of AI in a hypothetical commonplace human robot interaction HRI scenario. In doing so,…

Human-Computer Interaction · Computer Science 2020-12-02 Zachary Taschdjian

The continued development of robots has enabled their wider usage in human surroundings. Robots are more trusted to make increasingly important decisions with potentially critical outcomes. Therefore, it is essential to consider the ethical…

Artificial Intelligence · Computer Science 2022-06-22 Benjamin Krarup , Felix Lindner , Senka Krivic , Derek Long

There has been a recent resurgence in the area of explainable artificial intelligence as researchers and practitioners seek to make their algorithms more understandable. Much of this research is focused on explicitly explaining decisions or…

Artificial Intelligence · Computer Science 2018-08-16 Tim Miller

As robots enter human environments, they will be expected to accomplish a tremendous range of tasks. It is not feasible for robot designers to pre-program these behaviors or know them in advance, so one way to address this is through…

Robotics · Computer Science 2017-04-12 Cory J. Hayes , Maryam Moosaei , Laurel D. Riek

In the context of AI-based decision support systems, explanations can help users to judge when to trust the AI's suggestion, and when to question it. In this way, human oversight can prevent AI errors and biased decision-making. However,…

Human-Computer Interaction · Computer Science 2025-08-12 Laura Spillner , Rachel Ringe , Robert Porzel , Rainer Malaka

Explainable machine learning and artificial intelligence models have been used to justify a model's decision-making process. This added transparency aims to help improve user performance and understanding of the underlying model. However,…

Human-Computer Interaction · Computer Science 2020-05-06 Mahsan Nourani , Chiradeep Roy , Tahrima Rahman , Eric D. Ragan , Nicholas Ruozzi , Vibhav Gogate

Robots (and computers) are increasingly being used in scenarios where they interact socially with people. How people react to these agents is telling about the perceived animacy of such agents. Mistreatment of robots (or computers) by…

Robotics · Computer Science 2017-11-03 Zachary Carlson , Louise Lemmon , MacCallister Higgins , David Frank , David Feil-Seifer

As robots and digital assistants are deployed in the real world, these agents must be able to communicate their decision-making criteria to build trust, improve human-robot teaming, and enable collaboration. While the field of explainable…

Human-Computer Interaction · Computer Science 2025-04-22 Andrew Silva , Pradyumna Tambwekar , Mariah Schrum , Matthew Gombolay

Children with Autism Spectrum Disorder find robots easier to communicate with than humans. Thus, robots have been introduced in autism therapies. However, due to the environmental complexity, the used robots often have to be controlled…

Robotics · Computer Science 2022-05-19 Michał Stolarz , Alex Mitrevski , Mohammad Wasil , Paul G. Plöger

Robots are increasingly being deployed in public spaces. However, the general population rarely has the opportunity to nominate what they would prefer or expect a robot to do in these contexts. Since most people have little or no experience…

Research in artificial intelligence (AI)-assisted decision-making is experiencing tremendous growth with a constantly rising number of studies evaluating the effect of AI with and without techniques from the field of explainable AI (XAI) on…

Human-Computer Interaction · Computer Science 2022-06-02 Max Schemmer , Patrick Hemmer , Maximilian Nitsche , Niklas Kühl , Michael Vössing

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

The need for transparency of predictive systems based on Machine Learning algorithms arises as a consequence of their ever-increasing proliferation in the industry. Whenever black-box algorithmic predictions influence human affairs, the…

Machine Learning · Computer Science 2020-02-11 Kacper Sokol , Peter Flach

The increasing incorporation of Artificial Intelligence in the form of automated systems into decision-making procedures highlights not only the importance of decision theory for automated systems but also the need for these decision…

Artificial Intelligence · Computer Science 2018-08-23 Tarek R. Besold , Sara L. Uckelman

Human eye gaze plays an important role in delivering information, communicating intent, and understanding others' mental states. Previous research shows that a robot's gaze can also affect humans' decision-making and strategy during an…

Robotics · Computer Science 2022-08-26 Di Fu , Fares Abawi , Erik Strahl , Stefan Wermter

The explanation dimension of Artificial Intelligence (AI) based system has been a hot topic for the past years. Different communities have raised concerns about the increasing presence of AI in people's everyday tasks and how it can affect…

Human-Computer Interaction · Computer Science 2021-02-23 Juliana Jansen Ferreira , Mateus Monteiro

Assistive robots have the potential to help people perform everyday tasks. However, these robots first need to learn what it is their user wants them to do. Teaching assistive robots is hard for inexperienced users, elderly users, and users…

Robotics · Computer Science 2021-04-06 Ananth Jonnavittula , Dylan P. Losey

This study investigates whether the opinions of robotic agents can influence human decision-making when robots display value awareness (i.e., the capability of understanding human preferences and prioritizing them in decision-making). We…

Robotics · Computer Science 2026-04-14 Giulia Pusceddu , Giulio Antonio Abbo , Francesco Rea , Tony Belpaeme , Alessandra Sciutti

Research in social robotics is commonly focused on designing robots that imitate human behavior. While this might increase a user's satisfaction and acceptance of robots at first glance, it does not automatically aid a non-expert user in…

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