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Top-down, user-centered thinking is not typically a strength of all students, especially tech-savvy computer science-related ones. We propose Human-Robot Interaction (HRI) introductory courses as a highly suitable opportunity to foster…

Robotics · Computer Science 2024-03-20 Tobias Doernbach

As systems based on opaque Artificial Intelligence (AI) continue to flourish in diverse real-world applications, understanding these black box models has become paramount. In response, Explainable AI (XAI) has emerged as a field of research…

Artificial Intelligence (AI) is one of the disruptive technologies that is shaping the future. It has growing applications for data-driven decisions in major smart city solutions, including transportation, education, healthcare, public…

Machine Learning · Computer Science 2021-11-02 M. Humayn Kabir , Khondokar Fida Hasan , Mohammad Kamrul Hasan , Keyvan Ansari

The human-robot interaction (HRI) field has recognized the importance of enabling robots to interact with teams. Human teams rely on effective communication for successful collaboration in time-sensitive environments. Robots can play a role…

Human-Computer Interaction · Computer Science 2025-11-13 Tauhid Tanjim , Jonathan St. George , Kevin Ching , Angelique Taylor

Artificial intelligence models encounter significant challenges due to their black-box nature, particularly in safety-critical domains such as healthcare, finance, and autonomous vehicles. Explainable Artificial Intelligence (XAI) addresses…

Artificial Intelligence · Computer Science 2025-03-14 Melkamu Mersha , Khang Lam , Joseph Wood , Ali AlShami , Jugal Kalita

Explainable Artificial Intelligence (XAI) techniques are frequently required by users in many AI systems with the goal of understanding complex models, their associated predictions, and gaining trust. While suitable for some specific tasks…

Human-Computer Interaction · Computer Science 2023-03-22 Savio Rozario , George Čevora

Developing robots that can assist humans efficiently, safely, and adaptively is crucial for real-world applications such as healthcare. While previous work often assumes a centralized system for co-optimizing human-robot interactions, we…

Robotics · Computer Science 2024-12-30 Jason Qin , Shikun Ban , Wentao Zhu , Yizhou Wang , Dimitris Samaras

Artificial intelligence-driven adaptive learning systems are reshaping education through data-driven adaptation of learning experiences. Yet many of these systems lack transparency, offering limited insight into how decisions are made. Most…

Artificial Intelligence · Computer Science 2025-08-04 Maryam Mosleh , Marie Devlin , Ellis Solaiman

Real-time synthesis of physically plausible human interactions remains a critical challenge for immersive VR/AR systems and humanoid robotics. While existing methods demonstrate progress in kinematic motion generation, they often fail to…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Kaiyang Ji , Ye Shi , Zichen Jin , Kangyi Chen , Lan Xu , Yuexin Ma , Jingyi Yu , Jingya Wang

In human-robot collaboration domains, augmented reality (AR) technologies have enabled people to visualize the state of robots. Current AR-based visualization policies are designed manually, which requires a lot of human efforts and domain…

Robotics · Computer Science 2022-11-15 Kishan Chandan , Jack Albertson , Shiqi Zhang

Recent advances in artificial intelligence (AI) and robotics have drawn attention to the need for AI systems and robots to be understandable to human users. The explainable AI (XAI) and explainable robots literature aims to enhance human…

Robotics · Computer Science 2020-05-13 Lindsay Sanneman , Julie A. Shah

As mobile robots increasingly operate alongside humans in shared workspaces, ensuring safe, efficient, and interpretable Human-Robot Interaction (HRI) has become a pressing challenge. While substantial progress has been devoted to human…

Indecipherable black boxes are common in machine learning (ML), but applications increasingly require explainable artificial intelligence (XAI). The core of XAI is to establish transparent and interpretable data-driven algorithms. This work…

Optimization and Control · Mathematics 2023-06-13 Howard Heaton , Samy Wu Fung

Artificial intelligence now outperforms humans in several scientific and engineering tasks, yet its internal representations often remain opaque. In this Perspective, we argue that explainable artificial intelligence (XAI), combined with…

Artificial Intelligence · Computer Science 2026-02-17 Ricardo Vinuesa , Steven L. Brunton , Gianmarco Mengaldo

With the ongoing efforts to empower people with mobility impairments and the increase in technological acceptance by the general public, assistive technologies, such as collaborative robotic arms, are gaining popularity. Yet, their…

Human-Computer Interaction · Computer Science 2024-05-20 Max Pascher , Felix Ferdinand Goldau , Kirill Kronhardt , Udo Frese , Jens Gerken

While the increased integration of AI technologies into interactive systems enables them to solve an equally increasing number of tasks, the black box problem of AI models continues to spread throughout the interactive system as a whole.…

Human-Computer Interaction · Computer Science 2025-06-04 Sebe Vanbrabant , Gustavo Rovelo Ruiz , Davy Vanacken

The accelerating aging population has led to an increasing demand for domestic robotics to ease caregivers' burden. The integration of Internet of Things (IoT), robotics, and human-robot interaction (HRI) technologies is essential for…

Robotics · Computer Science 2023-03-08 Dandan Zhang , Jin Zheng , Jialin Lin

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

This paper investigates the potential of Virtual Reality (VR) as a research tool for studying diversity and inclusion characteristics in the context of human-robot interactions (HRI). Some exclusive advantages of using VR in HRI are…

Robotics · Computer Science 2023-09-27 André Helgert , Sabrina C. Eimler , Carolin Straßmann

Human-robot collaboration (HRC) has become increasingly relevant in industrial, household, and commercial settings. However, the effectiveness of such collaborations is highly dependent on the human and robots' situational awareness of the…

Robotics · Computer Science 2023-05-09 Chelsea Zou , Kishan Chandan , Yan Ding , Shiqi Zhang