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In recent years, social virtual reality (VR), sometimes described as the "metaverse," has become widely available. With its potential comes risks, including risks to privacy. To understand these risks, we study the identifiability of…

Cryptography and Security · Computer Science 2023-03-03 Mark Roman Miller , Eugy Han , Cyan DeVeaux , Eliot Jones , Ryan Chen , Jeremy N. Bailenson

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

Human-Computer Interaction · Computer Science 2023-06-13 Vivek Nair , Christian Rack , Wenbo Guo , Rui Wang , Shuixian Li , Brandon Huang , Atticus Cull , James F. O'Brien , Marc Latoschik , Louis Rosenberg , Dawn Song

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

Virtual reality (VR) platforms enable a wide range of applications, however, pose unique privacy risks. In particular, VR devices are equipped with a rich set of sensors that collect personal and sensitive information (e.g., body motion,…

Human-Computer Interaction · Computer Science 2024-09-24 Ismat Jarin , Yu Duan , Rahmadi Trimananda , Hao Cui , Salma Elmalaki , Athina Markopoulou

Virtual Reality (VR) is an exciting new consumer technology which offers an immersive audio-visual experience to users through which they can navigate and interact with a digitally represented 3D space (i.e., a virtual world) using a…

Cryptography and Security · Computer Science 2024-04-16 Mohd Sabra , Nisha Vinayaga Sureshkanth , Ari Sharma , Anindya Maiti , Murtuza Jadliwala

Facial motion capture in mixed reality headsets enables real-time avatar animation, allowing users to convey non-verbal cues during virtual interactions. However, as facial motion data constitutes a behavioral biometric, its use raises…

Cryptography and Security · Computer Science 2025-07-16 Adriano Castro , Simon Hanisch , Matin Fallahi , Thorsten Strufe

As virtual reality (VR) devices become increasingly integrated into everyday settings, a growing number of users without prior experience will engage with VR systems. Automatically detecting a user's familiarity with VR as an interaction…

Human-Computer Interaction · Computer Science 2025-11-12 Numan Zafar , Priyo Ranjan Kundu Prosun , Shafique Ahmad Chaudhry

Virtual Reality (VR) technology has gained substantial traction and has the potential to transform a number of industries, including education, entertainment, and professional sectors. Nevertheless, concerns have arisen about the security…

Cryptography and Security · Computer Science 2026-03-13 Sheikh Samit Muhaimin , Spyridon Mastorakis

Virtual and Augmented Reality (VR, AR) are increasingly gaining traction thanks to their technical advancement and the need for remote connections, recently accentuated by the pandemic. Remote surgery, telerobotics, and virtual offices are…

Human-Computer Interaction · Computer Science 2022-09-23 Pier Paolo Tricomi , Federica Nenna , Luca Pajola , Mauro Conti , Luciano Gamberini

Social virtual reality is an emerging medium of communication. In this medium, a user's avatar (virtual representation) is controlled by the tracked motion of the user's headset and hand controllers. This tracked motion is a rich data…

Virtual reality (VR) and "metaverse" systems have recently seen a resurgence in interest and investment as major technology companies continue to enter the space. However, recent studies have demonstrated that the motion tracking…

Human-Computer Interaction · Computer Science 2023-11-10 Vivek Nair , Wenbo Guo , James F. O'Brien , Louis Rosenberg , Dawn Song

Task-based behavioral biometric authentication of users interacting in virtual reality (VR) environments enables seamless continuous authentication by using only the motion trajectories of the person's body as a unique signature. Deep…

Machine Learning · Computer Science 2024-01-31 Mingjun Li , Natasha Kholgade Banerjee , Sean Banerjee

With the unprecedented diffusion of virtual reality, the number of application scenarios is continuously growing. As commercial and gaming applications become pervasive, the need for the secure and convenient identification of users, often…

Multimedia · Computer Science 2025-04-30 Sara Baldoni , Salim Benhamadi , Federico Chiariotti , Michele Zorzi , Federica Battisti

Virtual reality (VR) telepresence applications and the so-called "metaverse" promise to be the next major medium of human-computer interaction. However, with recent studies demonstrating the ease at which VR users can be profiled and…

Cryptography and Security · Computer Science 2023-10-24 Vivek Nair , Gonzalo Munilla Garrido , Dawn Song

Virtual Reality (VR) has gained popularity by providing immersive and interactive experiences without geographical limitations. It also provides a sense of personal privacy through physical separation. In this paper, we show that despite…

Cryptography and Security · Computer Science 2023-10-26 Zhuolin Yang , Zain Sarwar , Iris Hwang , Ronik Bhaskar , Ben Y. Zhao , Haitao Zheng

Body actions and head gestures are natural interfaces for interaction in virtual environments. Existing methods for in-place body action recognition often require hardware more than a head-mounted display (HMD), making body action…

Human-Computer Interaction · Computer Science 2023-02-28 Jingbo Zhao , Mingjun Shao , Yaojun Wang , Ruolin Xu

Recent years have witnessed the fast penetration of Virtual Reality (VR) and Augmented Reality (AR) systems into our daily life, the security and privacy issues of the VR/AR applications have been attracting considerable attention. Most…

Cryptography and Security · Computer Science 2023-06-30 Feng Li , Jiayi Zhao , Huan Yang , Dongxiao Yu , Yuanfeng Zhou , Yiran Shen

As VR devices become more prevalent in the consumer space, VR applications are likely to be increasingly used by users unfamiliar with VR. Detecting the familiarity level of a user with VR as an interaction medium provides the potential of…

Human-Computer Interaction · Computer Science 2024-01-31 Mingjun Li , Numan Zafar , Natasha Kholgade Banerjee , Sean Banerjee

The adoption of virtual reality (VR) technologies has rapidly gained momentum in recent years as companies around the world begin to position the so-called "metaverse" as the next major medium for accessing and interacting with the…

Human-Computer Interaction · Computer Science 2023-11-09 Gonzalo Munilla Garrido , Vivek Nair , Dawn Song

Users readily embrace the rapid advancements in virtual reality (VR) technology within various everyday contexts, such as gaming, social interactions, shopping, and commerce. In order to facilitate transactions and payments, VR systems…

Cryptography and Security · Computer Science 2023-06-06 Jingjie Li , Sunpreet Singh Arora , Kassem Fawaz , Younghyun Kim , Can Liu , Sebastian Meiser , Mohsen Minaei , Maliheh Shirvanian , Kim Wagner
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