A survey on differential privacy for unstructured data content

Y Zhao, J Chen - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
Huge amounts of unstructured data including image, video, audio, and text are ubiquitously
generated and shared, and it is a challenge to protect sensitive personal information in …

Embedding large language models into extended reality: Opportunities and challenges for inclusion, engagement, and privacy

E Bozkir, S Özdel, KHC Lau, M Wang, H Gao… - Proceedings of the 6th …, 2024 - dl.acm.org
Advances in artificial intelligence and human-computer interaction will likely lead to
extended reality (XR) becoming pervasive. While XR can provide users with interactive …

Vreed: Virtual reality emotion recognition dataset using eye tracking & physiological measures

L Tabbaa, R Searle, SM Bafti, MM Hossain… - Proceedings of the …, 2021 - dl.acm.org
The paper introduces a multimodal affective dataset named VREED (VR Eyes: Emotions
Dataset) in which emotions were triggered using immersive 360° Video-Based Virtual …

One parameter defense—defending against data inference attacks via differential privacy

D Ye, S Shen, T Zhu, B Liu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Machine learning models are vulnerable to data inference attacks, such as membership
inference and model inversion attacks. In these types of breaches, an adversary attempts to …

You can't hide behind your headset: User profiling in augmented and virtual reality

PP Tricomi, F Nenna, L Pajola, M Conti… - IEEE …, 2023 - ieeexplore.ieee.org
Augmented and Virtual Reality (AR and VR), collectively known as Extended Reality (XR),
are increasingly gaining traction thanks to their technical advancement and the need for …

A privacy-preserving approach to streaming eye-tracking data

B David-John, D Hosfelt, K Butler… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Eye-tracking technology is being increasingly integrated into mixed reality devices. Although
critical applications are being enabled, there are significant possibilities for violating user …

Sok: Data privacy in virtual reality

GM Garrido, V Nair, D Song - arXiv preprint arXiv:2301.05940, 2023 - arxiv.org
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 …

Privacy-preserving datasets of eye-tracking samples with applications in XR

B David-John, K Butler, E Jain - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Virtual and mixed-reality (XR) technology has advanced significantly in the last few years
and will enable the future of work, education, socialization, and entertainment. Eye-tracking …

Exploring gender differences in computational thinking learning in a vr classroom: Developing machine learning models using eye-tracking data and explaining the …

H Gao, L Hasenbein, E Bozkir, R Göllner… - International Journal of …, 2023 - Springer
Understanding existing gender differences in the development of computational thinking
skills is increasingly important for gaining valuable insights into bridging the gender gap …

Exploiting object-of-interest information to understand attention in VR classrooms

E Bozkir, P Stark, H Gao, L Hasenbein… - 2021 IEEE Virtual …, 2021 - ieeexplore.ieee.org
Recent developments in computer graphics and hardware technology enable easy access
to virtual reality headsets along with integrated eye trackers, leading to mass usage of such …