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Various machine learning approaches have proven to be useful for user verification and identification based on motion data in eXtended Reality (XR). However, their real-world application still faces significant challenges concerning…

Human-Computer Interaction · Computer Science 2024-10-28 Christian Rack , Konstantin Kobs , Tamara Fernando , Andreas Hotho , Marc Erich Latoschik

Reliable and robust user identification and authentication are important and often necessary requirements for many digital services. It becomes paramount in social virtual reality (VR) to ensure trust, specifically in digital encounters…

Machine Learning · Computer Science 2023-10-27 Christian Schell , Andreas Hotho , Marc Erich Latoschik

The rapid advancement of Extended Reality (XR, encompassing AR, MR, and VR) and spatial computing technologies forms a foundational layer for the emerging Metaverse, enabling innovative applications across healthcare, education,…

Software Engineering · Computer Science 2025-10-02 Shuqing Li , Chenran Zhang , Cuiyun Gao , Michael R. Lyu

We present Explainable XR, an end-to-end framework for analyzing user behavior in diverse eXtended Reality (XR) environments by leveraging Large Language Models (LLMs) for data interpretation assistance. Existing XR user analytics…

Human-Computer Interaction · Computer Science 2025-03-12 Yoonsang Kim , Zainab Aamir , Mithilesh Singh , Saeed Boorboor , Klaus Mueller , Arie E. Kaufman

As extended reality (XR) systems become increasingly immersive and sensor-rich, they enable the collection of behavioral signals such as eye and body telemetry. These signals support personalized and responsive experiences and may also…

Human-Computer Interaction · Computer Science 2025-10-21 Azim Ibragimov , Ethan Wilson , Kevin R. B. Butler , Eakta Jain

Extended reality (XR) devices such as the Meta Quest and Apple Vision Pro have seen a recent surge in attention, with motion tracking "telemetry" data lying at the core of nearly all XR and metaverse experiences. Researchers are just…

Human-Computer Interaction · Computer Science 2024-03-27 Vivek Nair , Wenbo Guo , Rui Wang , James F. O'Brien , Louis Rosenberg , Dawn Song

The Metaverse is a network of eXtended Reality applications (XR apps) connected to each other, over the Internet infrastructure, allowing network users, systems, and devices to access them. It is very challenging to implement solutions for…

Software Engineering · Computer Science 2022-09-23 Filipe Fernandes , Cláudia Werner

Real-time multi-task multi-model (MTMM) workloads, a new form of deep learning inference workloads, are emerging for applications areas like extended reality (XR) to support metaverse use cases. These workloads combine user interactivity…

Tracking the full body motions of users in XR (AR/VR) devices is a fundamental challenge to bring a sense of authentic social presence. Due to the absence of dedicated leg sensors, currently available body tracking methods adopt a synthesis…

Computer Vision and Pattern Recognition · Computer Science 2024-11-28 Denys Rozumnyi , Nadine Bertsch , Othman Sbai , Filippo Arcadu , Yuhua Chen , Artsiom Sanakoyeu , Manoj Kumar , Catherine Herold , Robin Kips

Extended Reality (XR) is an emerging technology spanning diverse application domains and offering immersive user experiences. However, its unique characteristics, such as six degrees of freedom interactions, present significant testing…

Software Engineering · Computer Science 2025-03-24 Ruizhen Gu , José Miguel Rojas , Donghwan Shin

Motion tracking "telemetry" data lies at the core of nearly all modern extended reality (XR) and metaverse experiences. While generally presumed innocuous, recent studies have demonstrated that motion data actually has the potential to…

Human-Computer Interaction · Computer Science 2023-11-09 Vivek Nair , Louis Rosenberg , James F. O'Brien , Dawn Song

This scoping review examines the broad applications, risks, and ethical challenges associated with Extended Reality (XR) technologies, including Virtual Reality (VR), Augmented Reality (AR), and Mixed Reality (MR), within the context of…

Human-Computer Interaction · Computer Science 2024-11-08 Panagiotis Kourtesis

Extended Reality (XR) includes Virtual Reality (VR), Augmented Reality (AR) and Mixed Reality (MR). XR is an emerging technology that simulates a realistic environment for users. XR techniques have provided revolutionary user experiences in…

Software Engineering · Computer Science 2022-11-04 Jason Hogan , Aaron Salo , Dhia Elhaq Rzig , Foyzul Hassan , Bruce Maxim

Extended Reality (XR) technology is changing online interactions, but its granular data collection sensors may be more invasive to user privacy than web, mobile, and the Internet of Things technologies. Despite an increased interest in…

Human-Computer Interaction · Computer Science 2025-03-28 Hilda Hadan , Derrick M. Wang , Lennart E. Nacke , Leah Zhang-Kennedy

Inaccurate spatial tracking in extended reality (XR) devices leads to virtual object jitter, misalignment, and user discomfort, fundamentally limiting immersive experiences and natural interactions. In this work, we introduce a novel…

Systems and Control · Electrical Eng. & Systems 2025-08-13 Tianyi Hu , Tianyuan Du , Zhehan Qu , Maria Gorlatova

The combination of Visual Guidance and Extended Reality (XR) technology holds the potential to greatly improve the performance of human workforces in numerous areas, particularly industrial environments. Focusing on virtual assembly tasks…

Human-Computer Interaction · Computer Science 2023-08-08 Leon Pietschmann , Paul-David Zuercher , Erik Bubík , Zhutian Chen , Hanspeter Pfister , Thomas Bohné

In this paper, we design an exclusive Metaverse network traffic classifier, named Discern-XR, to help Internet service providers (ISP) and router manufacturers enhance the quality of Metaverse services. Leveraging segmented learning, the…

Artificial Intelligence · Computer Science 2024-11-11 Yoga Suhas Kuruba Manjunath , Austin Wissborn , Mathew Szymanowski , Mushu Li , Lian Zhao , Xiao-Ping Zhang

As technology advances, the integration of physical, virtual, and social worlds has led to a complex landscape of ``Realities'' such as Virtual Reality (VR), Augmented Reality (AR), metaverse, spatial computing, and other emerging…

Human-Computer Interaction · Computer Science 2025-01-03 Steve Mann , Martin Cooper , Bran Ferren , Thomas M. Coughlin , Paul Travers

Accurate prediction of human movements is required to enhance the efficiency of physical human-robot interaction. Behavioral differences across various users are crucial factors that limit the prediction of human motion. Although recent…

Robotics · Computer Science 2021-10-12 Hee-Seung Moon , Jiwon Seo

With the recent explosive growth of interest and investment in virtual reality (VR) and the so-called "metaverse," public attention has rightly shifted toward the unique security and privacy threats that these platforms may pose. While it…

Cryptography and Security · Computer Science 2023-10-25 Vivek Nair , Wenbo Guo , Justus Mattern , Rui Wang , James F. O'Brien , Louis Rosenberg , Dawn Song
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