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An outstanding challenge with safety methods for human-robot interaction is reducing their conservatism while maintaining robustness to variations in human behavior. In this work, we propose that robots use confidence-aware game-theoretic…

Robotics · Computer Science 2021-11-02 Ran Tian , Liting Sun , Andrea Bajcsy , Masayoshi Tomizuka , Anca D. Dragan

Learning collaborative behaviors is essential for multi-agent systems. Traditionally, multi-agent reinforcement learning solves this implicitly through a joint reward and centralized observations, assuming collaborative behavior will…

Robotics · Computer Science 2025-02-27 Zhengran Ji , Lingyu Zhang , Paul Sajda , Boyuan Chen

As robots become ubiquitous in the workforce, it is essential that human-robot collaboration be both intuitive and adaptive. A robot's quality improves based on its ability to explicitly reason about the time-varying (i.e. learning curves)…

Robotics · Computer Science 2020-07-10 Ruisen Liu , Manisha Natarajan , Matthew Gombolay

In robot-assisted therapy for individuals with Autism Spectrum Disorder, the workload of therapists during a therapeutic session is increased if they have to control the robot manually. To allow therapists to focus on the interaction with…

Robotics · Computer Science 2022-07-26 Michał Stolarz , Alex Mitrevski , Mohammad Wasil , Paul G. Plöger

Trust has been shown to be a key factor in effective human-robot collaboration. In the context of assistive robotics, the effect of trust factors on human experience is further pronounced. Personalization of assistive robots is an…

Robotics · Computer Science 2023-10-31 Parv Kapoor , Simon Chu , Angela Chen

Robots are increasingly deployed in spaces shared with humans, including home settings and industrial environments. In these environments, the interaction between humans and robots (HRI) is crucial for safety, legibility, and efficiency. A…

Trustworthiness is a crucial concept in the context of human-robot interaction. Cooperative robots must be transparent regarding their decision-making process, especially when operating in a human-oriented environment. This paper presents a…

Robotics · Computer Science 2024-05-07 Tuba Girgin , Emre Girgin , Yigit Yildirim , Emre Ugur , Mehmet Haklidir

Trust is essential in human-robot collaboration, particularly in multi-human, multi-robot (MH-MR) teams, where it plays a crucial role in maintaining team cohesion in complex operational environments. Despite its importance, trust is rarely…

Robotics · Computer Science 2025-03-11 Ike Obi , Ruiqi Wang , Wonse Jo , Byung-Cheol Min

We focus on the problem of how we can enable a robot to collaborate seamlessly with a human partner, specifically in scenarios where preexisting data is sparse. Much prior work in human-robot collaboration uses observational models of…

Robotics · Computer Science 2024-07-02 Ravi Pandya , Zhuoyuan Wang , Yorie Nakahira , Changliu Liu

With the introduction of collaborative robots, humans and robots can now work together in close proximity and share the same workspace. However, this collaboration presents various challenges that need to be addressed to ensure seamless…

Robotics · Computer Science 2023-07-24 Ali Noormohammadi-Asl , Ali Ayub , Stephen L. Smith , Kerstin Dautenhahn

In the last two decades the scientific community has shown a great interest in understanding and shaping the interaction mechanisms between humans and robots. The interaction implies communication between two dyadic agents and, if the type…

Robotics · Computer Science 2019-12-04 Claudia Latella

A question that many researchers in social robotics are addressing is how to create more human-like behaviour in robots to make the collaboration between a human and a robot more intuitive to the human partner. In order to develop a…

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

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

As robots get more integrated into human environments, fostering trustworthiness in embodied robotic agents becomes paramount for an effective and safe human-robot interaction (HRI). To achieve that, HRI applications must promote human…

Robotics · Computer Science 2025-09-23 Carlo Mazzola , Hassan Ali , Kristína Malinovská , Igor Farkaš

Intention recognition, or the ability to anticipate the actions of another agent, plays a vital role in the design and development of automated assistants that can support humans in their daily tasks. In particular, industrial settings pose…

Artificial Intelligence · Computer Science 2024-11-27 Juan Carlos Saborio , Joachim Hertzberg

Humans engaged in collaborative activities are naturally able to convey their intentions to teammates through multi-modal communication, which is made up of explicit and implicit cues. Similarly, a more natural form of human-robot…

Robotics · Computer Science 2022-07-01 Simone Macciò , Alessandro Carfì , Fulvio Mastrogiovanni

In this paper, we present a framework for trust-aware sequential decision-making in a human-robot team. We model the problem as a finite-horizon Markov Decision Process with a reward-based performance metric, allowing the robotic agent to…

Robotics · Computer Science 2022-06-06 Shreyas Bhat , Joseph B. Lyons , Cong Shi , X. Jessie Yang

Joint human-AI inference holds immense potential to improve outcomes in human-supervised robot missions. Current day missions are generally in the AI-assisted setting, where the human operator makes the final inference based on the AI…

Human-Computer Interaction · Computer Science 2025-08-06 Duc-An Nguyen , Clara Colombatto , Steve Fleming , Ingmar Posner , Nick Hawes , Raunak Bhattacharyya

While there are many examples in which robots provide social assistance, a lack of theory on how the robots should decide how to assist impedes progress in realizing these technologies. To address this deficiency, we propose a pair of…

Human-Computer Interaction · Computer Science 2019-09-17 Jason R. Wilson , Seongsik Kim , Ulyana Kurylo , Joseph Cummings , Eshan Tarneja

We present a substantial extension of our Human-Aware Task Planning framework, tailored for scenarios with intermittent shared execution experiences and significant belief divergence between humans and robots, particularly due to the…

Robotics · Computer Science 2024-09-30 Shashank Shekhar , Anthony Favier , Rachid Alami