LinkedIn announcement: https://tinyurl.com/mrypn4c3
Vivek Nair develops cutting-edge cryptographic techniques to defend digital infrastructure against sophisticated cyber threats. Nair believes that for every problem that exists in cybersecurity, there is a cryptographic solution waiting to be found. Vivek will present these two recent studies from Berkeley RDI:
Unique Identification of 50,000+ Virtual Reality Users from Head & Hand Motion Data (https://arxiv.org/abs/2302.08927)
Inferring Private Personal Attributes of Virtual Reality Users from Head and Hand Motion Data (https://arxiv.org/abs/2305.1919)
#AIM #ToIP #VR #AR #security #data #digitaltrust #privacy
Notes from Vivek's presentation:
- First study: Historic study of motion based identification in the 70's
- Basic same idea fast forwarded - distinctions: large number of more diverse Beat Saber game participants 50K+ to make results statistically more significant and representative - game play recordings, and high identification rate 95+%.
- The motion results are highly effective, comparable to or stronger than Iris, finger prints etc, while facial recognition is more off the chart
- Context (scene of the play) info is useful but not a major contributor on its own in this study.
- You can't hide motion data from the Apps - the motion events are important to the game play, so they have to be shared to the apps.
- Second study:
- Take motion data as "language" - as in "body language".
- Use transformer based learning to answer what additional personal information it can infer with statistically significance, e.g. weight, height, but also income, country, disability... 40+ attributes of personal info.
- The "privacy layer" of a VR device also typically send all the significant motion data to all devices in the VR because latency requirements demand that rendering happens in the devices locally.
- It is as if "you walk on a public square and broadcasting all the personal information".
- We discussed Apple's VisionPro announcement - and its implications to privacy based on the results of these studies. Vivek: We have a very narrow window in devising a solution to this problem before VR devices, as currently designed, become the next iPhone of the world which we can't live without.
- THANKS to Vivek Nair for the wonderful presentation - this is hugely important for all of us!
- Encourage everyone to check out additional information:
