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In the design of user-friendly robots, human communication should be understood by the system beyond mere logics and literal meaning. Robot communication-design has long ignored the importance of communication and politeness rules that are…

Artificial Intelligence · Computer Science 2023-03-17 Johan F. Hoorn , Denice J. Tuinhof

This paper addresses the topic of robustness under sensing noise, ambiguous instructions, and human-robot interaction. We take a radically different tack to the issue of reliable embodied AI: instead of focusing on formal verification…

Robotics · Computer Science 2026-01-13 Kenneth Kwok , Basura Fernando , Qianli Xu , Vigneshwaran Subbaraju , Dongkyu Choi , Boon Kiat Quek

Human-to-human conversation is not just talking and listening. It is an incremental process where participants continually establish a common understanding to rule out misunderstandings. Current language understanding methods for…

Machine Learning · Computer Science 2022-11-21 Frank Röder , Manfred Eppe

The emergence of large pre-trained models based on natural language has breathed new life into robotics development. Extensive research has integrated large models with robots, utilizing the powerful semantic understanding and generation…

Robotics · Computer Science 2025-09-30 Tianqiang Yan , Ziqiao Lin , Sicheng Wang , Tianwei Zhang , Zhenglong Sun

For effective human-robot collaboration, it is crucial for robots to understand requests from users and ask reasonable follow-up questions when there are ambiguities. While comprehending the users' object descriptions in the requests,…

Robotics · Computer Science 2021-07-13 Fethiye Irmak Dogan , Gaspar I. Melsion , Iolanda Leite

As robotic systems become increasingly complex, the need for explainable decision-making becomes critical. Existing explainability approaches in robotics typically either focus on individual modules, which can be difficult to query from the…

Increasingly complex and autonomous robots are being deployed in real-world environments with far-reaching consequences. High-stakes scenarios, such as emergency response or offshore energy platform and nuclear inspections, require robot…

Human-Computer Interaction · Computer Science 2020-03-13 Francisco J. Chiyah Garcia , José Lopes , Helen Hastie

Service and assistive robots are increasingly being deployed in dynamic social environments; however, ensuring transparent and explainable interactions remains a significant challenge. This paper presents a multimodal explainability module…

Robotics · Computer Science 2026-04-09 Oluwadamilola Sotomi , Devika Kodi , Aliasghar Arab

Explainable AI (XAI) aims to bridge the gap between complex algorithmic systems and human stakeholders. Current discourse often examines XAI in isolation as either a technological tool, user interface, or policy mechanism. This paper…

Computers and Society · Computer Science 2023-11-28 Joshua L. M. Brand , Luca Nannini

This paper introduces HARMONIC, a cognitive-robotic architecture designed for robots in human-robotic teams. HARMONIC supports semantic perception interpretation, human-like decision-making, and intentional language communication. It…

As robots become increasingly integrated into daily life, understanding responses to robot mistreatment carries important ethical and design implications. This mixed-methods study (N = 201) examined how anthropomorphic levels and moral…

Robotics · Computer Science 2026-01-28 Fan Yang , Renkai Ma , Yaxin Hu , Lingyao Li

Comprehension of spoken natural language is an essential component for robots to communicate with human effectively. However, handling unconstrained spoken instructions is challenging due to (1) complex structures including a wide variety…

When operating in human environments, robots need to handle complex tasks while both adhering to social norms and accommodating individual preferences. For instance, based on common sense knowledge, a household robot can predict that it…

Robotics · Computer Science 2025-04-04 Fethiye Irmak Dogan , Umut Ozyurt , Gizem Cinar , Hatice Gunes

Understanding robot behaviors and experiences through natural language is crucial for developing intelligent and transparent robotic systems. Recent advancement in large language models (LLMs) makes it possible to translate complex,…

Robotics · Computer Science 2024-11-21 Zihan Wang , Brian Liang , Varad Dhat , Zander Brumbaugh , Nick Walker , Ranjay Krishna , Maya Cakmak

Moral self-correction has emerged as a promising approach for aligning the output of Large Language Models (LLMs) with human moral values. However, moral self-correction techniques are subject to two primary paradoxes. First, despite…

Computation and Language · Computer Science 2025-11-04 Guangliang Liu , Zimo Qi , Xitong Zhang , Kristen Marie Johnson

Collaborative human activities are grounded in social and moral norms, which humans consciously and subconsciously use to guide and constrain their decision-making and behavior, thereby strengthening their interactions and preventing…

Robotics · Computer Science 2016-02-12 Vasanth Sarathy , Jason R. Wilson , Thomas Arnold , Matthias Scheutz

We find ourselves surrounded by a rapidly increasing number of autonomous and semi-autonomous systems. Two grand challenges arise from this development: Machine Ethics and Machine Explainability. Machine Ethics, on the one hand, is…

Artificial Intelligence · Computer Science 2019-01-04 Kevin Baum , Holger Hermanns , Timo Speith

Automated techniques such as model checking have been used to verify models of robotic mission plans based on Markov decision processes (MDPs) and generate counterexamples that may help diagnose requirement violations. However, such…

Robotics · Computer Science 2018-03-28 Lu Feng , Mahsa Ghasemi , Kai-Wei Chang , Ufuk Topcu

We introduce Robix, a unified model that integrates robot reasoning, task planning, and natural language interaction within a single vision-language architecture. Acting as the high-level cognitive layer in a hierarchical robot system,…

Artificial Intelligence · Computer Science 2025-09-12 Huang Fang , Mengxi Zhang , Heng Dong , Wei Li , Zixuan Wang , Qifeng Zhang , Xueyun Tian , Yucheng Hu , Hang Li

Contemporary robots are increasingly mimicking human social behaviours to facilitate interaction, such as smiling to signal approachability, or hesitating before taking an action to allow people time to react. Such techniques can activate a…

Human-Computer Interaction · Computer Science 2025-09-10 James M. Berzuk , Lauren Corcoran , Brannen McKenzie-Lefurgey , Katie Szilagyi , James E. Young