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With the growing capabilities of intelligent systems, the integration of robots in our everyday life is increasing. However, when interacting in such complex human environments, the occasional failure of robotic systems is inevitable. The…

人工智能 · 计算机科学 2021-08-05 Devleena Das , Siddhartha Banerjee , Sonia Chernova

Despite great advances in what robots can do, they still experience failures in human-robot collaborative tasks due to high randomness in unstructured human environments. Moreover, a human's unfamiliarity with a robot and its abilities can…

机器人学 · 计算机科学 2023-03-29 Parag Khanna , Elmira Yadollahi , Mårten Björkman , Iolanda Leite , Christian Smith

Despite significant improvements in robot capabilities, they are likely to fail in human-robot collaborative tasks due to high unpredictability in human environments and varying human expectations. In this work, we explore the role of…

机器人学 · 计算机科学 2023-09-20 Parag Khanna , Elmira Yadollahi , Mårten Björkman , Iolanda Leite , Christian Smith

This paper presents an overview of robot failure detection work from HRI and adjacent fields using failures as an opportunity to examine robot explanation behaviours. As humanoid robots remain experimental tools in the early 2020s,…

人机交互 · 计算机科学 2023-07-11 Dimosthenis Kontogiorgos

This work presents REFLEX: Robotic Explanations to FaiLures and Human EXpressions, a comprehensive multimodal dataset capturing human reactions to robot failures and subsequent explanations in collaborative settings. It aims to facilitate…

机器人学 · 计算机科学 2025-02-21 Parag Khanna , Andreas Naoum , Elmira Yadollahi , Mårten Björkman , Christian Smith

With the growing capabilities of intelligent systems, the integration of artificial intelligence (AI) and robots in everyday life is increasing. However, when interacting in such complex human environments, the failure of intelligent…

人工智能 · 计算机科学 2020-11-20 Devleena Das , Siddhartha Banerjee , Sonia Chernova

This work aims to interpret human behavior to anticipate potential user confusion when a robot provides explanations for failure, allowing the robot to adapt its explanations for more natural and efficient collaboration. Using a dataset…

机器人学 · 计算机科学 2025-04-15 Andreas Naoum , Parag Khanna , Elmira Yadollahi , Mårten Björkman , Christian Smith

Building trust between humans and robots has long interested the robotics community. Various studies have aimed to clarify the factors that influence the development of user trust. In Human-Robot Interaction (HRI) environments, a critical…

The ability to detect and analyze failed executions automatically is crucial for an explainable and robust robotic system. Recently, Large Language Models (LLMs) have demonstrated strong reasoning abilities on textual inputs. To leverage…

机器人学 · 计算机科学 2023-10-18 Zeyi Liu , Arpit Bahety , Shuran Song

As the complexity of multi-robot systems grows to incorporate a greater number of robots, more complex tasks, and longer time horizons, the solutions to such problems often become too complex to be fully intelligible to human users. In this…

机器人学 · 计算机科学 2024-10-14 Ethan Schneider , Daniel Wu , Devleena Das , Sonia Chernova

This paper introduces a system designed to generate explanations for the actions performed by an autonomous robot in Human-Robot Interaction (HRI). Explainability in robotics, encapsulated within the concept of an eXplainable Autonomous…

As robots become increasingly prevalent in work-oriented collaborations, trust has emerged as a critical factor in their acceptance and effectiveness. However, trust is dynamic and can erode when mistakes are made. Despite emerging research…

机器人学 · 计算机科学 2023-07-25 Connor Esterwood

Robot failures in human-centered environments are inevitable. Therefore, the ability of robots to explain such failures is paramount for interacting with humans to increase trust and transparency. To achieve this skill, the main challenges…

机器人学 · 计算机科学 2023-03-21 Maximilian Diehl , Karinne Ramirez-Amaro

This paper presents a framework that enables robots to automatically recover from assumption violations of high-level specifications during task execution. In contrast to previous methods relying on user intervention to impose additional…

机器人学 · 计算机科学 2024-07-03 Qian Meng , Hadas Kress-Gazit

Recent work in explanation generation for decision making agents has looked at how unexplained behavior of autonomous systems can be understood in terms of differences in the model of the system and the human's understanding of the same,…

人工智能 · 计算机科学 2018-02-06 Tathagata Chakraborti , Sarath Sreedharan , Sachin Grover , Subbarao Kambhampati

Reasoning about failures is crucial for building reliable and trustworthy robotic systems. Prior approaches either treat failure reasoning as a closed-set classification problem or assume access to ample human annotations. Failures in the…

There is a knowledge gap regarding which types of failures robots undergo in domestic settings and how these failures influence customer experience. We classified 10,072 customer reviews of small utilitarian domestic robots on Amazon by the…

机器人学 · 计算机科学 2023-03-21 Shanee Honig , Alon Bartal , Yisrael Parmet , Tal Oron-Gilad

Multi-robot coordination based on large language models (LLMs) has attracted growing attention, since LLMs enable the direct translation of natural language instructions into robot action plans by decomposing tasks and generating high-level…

In recent years, an increased effort has been invested to improve the capabilities of robots. Nevertheless, human-robot interaction remains a complex field of application where errors occur frequently. The reasons for these errors can…

机器人学 · 计算机科学 2021-08-27 Lukas Hindemith , Anna-Lisa Vollmer , Christiane B. Wiebel-Herboth , Britta Wrede

Future self-adaptive robots are expected to operate in highly dynamic environments while effectively managing uncertainties. However, identifying the sources and impacts of uncertainties in such robotic systems and defining appropriate…

机器人学 · 计算机科学 2025-10-13 Hassan Sartaj , Jalil Boudjadar , Mirgita Frasheri , Shaukat Ali , Peter Gorm Larsen
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