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Mixed Reality (MR) offers immersive and multimodal opportunities for education but remains difficult for teachers to author without technical expertise. We propose MRGEN, a conceptual framework for LLM-powered authoring tools to support…

Human-Computer Interaction · Computer Science 2026-04-20 Mohammed Oussama Seddini , Mohamed Ez-Zaouia , Ngoc Luyen Le , Iza Marfisi

Corporate training relates to employees acquiring essential skills to operate equipment or effectively performing required tasks both competently and safely. Unlike formal education, training can be incorporated into the task workflow and…

Human-Computer Interaction · Computer Science 2021-02-19 Bruno R. Martins , Joaquim A. Jorge , Ezequiel R. Zorzal

Chinese acupuncture practitioners primarily depend on muscle memory and tactile feedback to insert needles and accurately target acupuncture points, as the current workflow lacks imaging modalities and visual aids. Consequently, new…

Human-Computer Interaction · Computer Science 2025-04-04 Xinkai Wang , Yue Yang , Kehong Zhou , Xue Xie , Lifeng Zhu , Aiguo Song , Bruce Daniel

Artificial intelligence systems have achieved remarkable capability in natural language processing, perception and decision-making tasks. However, their behaviour often remains opaque and difficult to verify, limiting their applicability in…

Software Engineering · Computer Science 2026-04-15 Arshad Beg , Diarmuid O'Donoghue , Rosemary Monahan

We review state-of-the-art formal methods applied to the emerging field of the verification of machine learning systems. Formal methods can provide rigorous correctness guarantees on hardware and software systems. Thanks to the availability…

Programming Languages · Computer Science 2021-04-22 Caterina Urban , Antoine Miné

Mixed Reality (MR) technologies such as Virtual and Augmented Reality (VR, AR) are well established in medical practice, enhancing diagnostics, treatment, and education. However, there are still some limitations and challenges that may be…

Human-Computer Interaction · Computer Science 2025-07-28 Aliaksandr Marozau , Barbara Karpowicz , Tomasz Kowalewski , Pavlo Zinevych , Wiktor Stawski , Adam Kuzdraliński , Wiesław Kopeć

"Cultural Windows" is a research initiative designed to enrich cross-cultural understanding through immersive extended reality (XR) experiences. This project proposes a workflow for deploying AR and VR platforms, allowing users to explore…

Human-Computer Interaction · Computer Science 2024-08-22 Hessam Djavaherpour , Pierre Dragicevic , Yvonne Jansen

The quality and correct functioning of software components embedded in electronic systems are of utmost concern especially for safety and mission-critical systems. Model-based testing and formal verification techniques can be employed to…

Formal Languages and Automata Theory · Computer Science 2019-01-08 Shahbaz Ali , Hailong Sun , Yongwang Zhao

Robotic systems are widely used to interact with humans or to perform critical tasks. As a result, it is imperative to provide guarantees about their behavior. Due to the modularity and complexity of robotic systems, their design and…

Robotics · Computer Science 2024-11-22 Sylvain Raïs , Julien Brunel , David Doose , Frédéric Herbreteau

This study presents a novel methodology incorporating safety constraints into a robotic simulation during the training of deep reinforcement learning (DRL). The framework integrates specific parts of the safety requirements, such as…

In the field of Virtual Reality (VR) and Augmented Reality (AR) technologies have made huge progress during the last years and also reached the field of education. The virtuality continuum, ranging from pure virtuality on one side to the…

Physics Education · Physics 2017-09-06 M. P. Strzys , S. Kapp , M. Thees , P. Lukowicz , P. Knierim , A. Schmidt , J. Kuhn

Understanding spatial transformations and their mathematical representations are essential in computer-aided design, robotics, etc. This research has developed and tested an Augmented Reality (AR) application (BRICKxAR/T) to enhance…

Human-Computer Interaction · Computer Science 2022-12-02 Zohreh Shaghaghian , Heather Burte , Dezhen Song , Wei Yan

Neurosurgery requires exceptional precision and comprehensive preoperative planning to ensure optimal patient outcomes. Despite technological advancements, there remains a need for intuitive, accessible tools to enhance surgical preparation…

Robotics · Computer Science 2024-11-06 Hon Lung Ho , Yupeng Wang , An Wang , Long Bai , Hongliang Ren

Safety verification of robot applications is extremely challenging due to the complexity of the environment that a robot typically operates in. Formal verification with model-checking provides guarantees but it may often take too long or…

Robotics · Computer Science 2025-05-30 Christoph Luckeneder , Ralph Hoch , Hermann Kaindl

Increased demands in the field of scientific computation require that algorithms be more efficiently implemented. Maintaining correctness in addition to efficiency is a challenge that software engineers in the field have to face. In this…

Software Engineering · Computer Science 2018-02-15 Bernhard Beckert , Britta Nestler , Moritz Kiefer , Michael Selzer , Mattias Ulbrich

We introduce Breaking the Plane, an augmented reality (AR) application built for AR headsets that enables users to visualize 3D mathematical functions using handwritten input. Researchers have demonstrated overlaying 3D visualizations of…

Human-Computer Interaction · Computer Science 2025-07-09 Liam Franco Esparraguera , Kristoffer Selberg , Brian Lou , Jenny Sun , Beza Desta , Andrés Monroy-Hernández , Parastoo Abtahi

Although the use of technologies like multimedia and virtual reality (VR) in training offer the promise of improved learning, these richer and potentially more engaging materials do not consistently produce superior learning outcomes.…

Human-Computer Interaction · Computer Science 2024-07-09 Benjamin A. Clegg , Alex Karduna , Ethan Holen , Jason Garcia , Matthew G. Rhodes , Francisco R. Ortega

Mixed Reality (MR) is becoming ubiquitous as it finds its applications in education, healthcare, and other sectors beyond leisure. While MR end devices, such as headsets, have low energy intensity, the total number of devices and resource…

Computers and Society · Computer Science 2024-09-13 Yasra Chandio , Noman Bashir , Tian Guo , Elsa Olivetti , Fatima Anwar

eXplainMR is a Mixed Reality tutoring system designed for basic cardiac surface ultrasound training. Trainees wear a head-mounted display (HMD) and hold a controller, mimicking a real ultrasound probe, while treating a desk surface as the…

Human-Computer Interaction · Computer Science 2025-02-28 Jingying Wang , Jingjing Zhang , Juana Nicoll Capizzano , Matthew Sigakis , Xu Wang , Vitaliy Popov

Within the past two decades, Augmented Reality (AR) applications have received increased attention. Augmented Reality is now widely used in the education sector at level K to 12. AR is expected to be generally adopted in two to three years…

Physics Education · Physics 2022-03-15 Carlo H. Godoy