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We study the problem of designing AI agents that can robustly cooperate with people in human-machine partnerships. Our work is inspired by real-life scenarios in which an AI agent, e.g., a virtual assistant, has to cooperate with new users…

Machine Learning · Computer Science 2020-06-17 Ahana Ghosh , Sebastian Tschiatschek , Hamed Mahdavi , Adish Singla

Tactile interaction plays a crucial role in interactions between people. Touch can, for example, help people calm down and lower physiological stress responses. Consequently, it is believed that tactile and haptic interaction matter also in…

Robotics · Computer Science 2022-11-03 Qiaoqiao Ren , Tony Belpaeme

We can usually assume others have goals analogous to our own. This assumption can also, at times, be applied to multi-agent games - e.g. Agent 1's attraction to green pellets is analogous to Agent 2's attraction to red pellets. This…

Artificial Intelligence · Computer Science 2023-06-02 Manisha Senadeera , Thommen Karimpanal George , Sunil Gupta , Stephan Jacobs , Santu Rana

Agents are systems that optimize an objective function in an environment. Together, the goal and the environment induce secondary objectives, incentives. Modeling the agent-environment interaction using causal influence diagrams, we can…

Artificial Intelligence · Computer Science 2022-01-21 Tom Everitt , Pedro A. Ortega , Elizabeth Barnes , Shane Legg

This paper describes an experimental evaluation aimed at detecting the users' perception of the robot's empathic abilities during a conversation. The results have been then analyzed to search for a possible relationship between the…

Robotics · Computer Science 2024-05-03 Alberto Lillo , Alessandro Saracco , Elena Siletto , Claudio Mattutino , Cristina Gena

A central challenge in affective computing is determining appropriate empathy levels for different interaction contexts. Prior work has characterized two poles: task-focused interactions, where empathy demand is near zero, and emotional…

Human-Computer Interaction · Computer Science 2026-05-29 Tao Wang , Chi-Ching Juan

Real-time collaboration with humans poses challenges due to the different behavior patterns of humans resulting from diverse physical constraints. Existing works typically focus on learning safety constraints for collaboration, or how to…

Robotics · Computer Science 2024-03-06 Shibei Zhu , Tran Nguyen Le , Samuel Kaski , Ville Kyrki

Autism Spectrum Disorder (ASD) can profoundly affect reciprocal social communication, resulting in substantial and challenging impairments. One aspect is that for people with ASD conversations in everyday life are challenging due to…

Human-Computer Interaction · Computer Science 2024-07-31 Christian Poglitsch , Johanna Pirker

Virtual and robotic agents capable of perceiving human empathy have the potential to participate in engaging and meaningful human-machine interactions that support human well-being. Prior research in computational empathy has focused on…

Robotics · Computer Science 2021-08-02 Leena Mathur , Micol Spitale , Hao Xi , Jieyun Li , Maja J Matarić

Human-robot interactions (HRI) can be modeled as dynamic or differential games with incomplete information, where each agent holds private reward parameters. Due to the open challenge in finding perfect Bayesian equilibria of such games,…

Robotics · Computer Science 2020-11-05 Yi Chen , Lei Zhang , Tanner Merry , Sunny Amatya , Wenlong Zhang , Yi Ren

Human-like agents are an increasingly important topic in games and beyond. Believable non-player characters enhance the gaming experience by improving immersion and providing entertainment. They also offer players the opportunity to engage…

Artificial Intelligence · Computer Science 2025-06-11 Maciej Swiechowski , Dominik Slezak

As AI systems are increasingly involved in decision making, it also becomes important that they elicit appropriate levels of trust from their users. To achieve this, it is first important to understand which factors influence trust in AI.…

Artificial Intelligence · Computer Science 2021-05-20 Siddharth Mehrotra , Catholijn M. Jonker , Myrthe L. Tielman

An important factor in developing control models for human-robot collaboration is how acceptable they are to their human partners. One such method for creating acceptable control models is to attempt to mimic human-like behaviour in robots…

Robotics · Computer Science 2022-07-12 Rebeka Kropivšek Leskovar , Tadej Petrič

Team adaptation to new cooperative tasks is a hallmark of human intelligence, which has yet to be fully realized in learning agents. Previous work on multi-agent transfer learning accommodate teams of different sizes, heavily relying on the…

Artificial Intelligence · Computer Science 2022-03-10 Rongjun Qin , Feng Chen , Tonghan Wang , Lei Yuan , Xiaoran Wu , Zongzhang Zhang , Chongjie Zhang , Yang Yu

Collaborative decision-making with artificial intelligence (AI) agents presents opportunities and challenges. While human-AI performance often surpasses that of individuals, the impact of such technology on human behavior remains…

Artificial Intelligence · Computer Science 2024-11-18 Marco Matarese , Francesco Rea , Katharina J. Rohlfing , Alessandra Sciutti

Online information ecosystems are now central to our everyday social interactions. Of the many opportunities and challenges this presents, the capacity for artificial agents to shape individual and collective human decision-making in such…

Populations and Evolution · Quantitative Biology 2023-12-07 Theodor Cimpeanu , Alexander J. Stewart

When agents interact socially with different intentions, conflicts are difficult to avoid. Although how agents can resolve such problems autonomously has not been determined, dynamic characteristics of agency may shed light on underlying…

Robotics · Computer Science 2020-10-05 Wataru Ohata , Jun Tani

This paper describes a between-subjects Amazon Mechanical Turk study (n = 220) that investigated how a robot's affective narrative influences its ability to elicit empathy in human observers. We first conducted a pilot study to develop and…

Robotics · Computer Science 2024-01-08 Morten Roed Frederiksen , Katrin Fischer , Maja Matarić

The mental models that humans form of other agents---encapsulating human beliefs about agent goals, intentions, capabilities, and more---create an underlying basis for interaction. These mental models have the potential to affect both the…

Robotics · Computer Science 2020-01-07 Connor Brooks , Daniel Szafir

Objective: We examine how human operators adjust their trust in automation as a result of their moment-to-moment interaction with automation. Background: Most existing studies measured trust by administering questionnaires at the end of an…

Human-Computer Interaction · Computer Science 2021-07-16 X. Jessie Yang , Christopher Schemanske , Christine Searle