I'll be looking into secure aggregation as I'm not fully aware of how it works. As of now we rely on differential privacy only.
Thanks!
I'll be looking into secure aggregation as I'm not fully aware of how it works. As of now we rely on differential privacy only.
Thanks!
https://arxiv.org/abs/2105.06413 https://openfl.readthedocs.io/en/latest/index.html https://gramineproject.io/
This is the official press release for those who are interesed: https://www.intel.com/content/www/us/en/newsroom/news/transi...
More broadly, in regards too your comment -- our current SA support does not require hardware support, which is what we targeted first, so that can be broadly adopted in many potential hosts of FL aggregation servers. It is suitable for most applications in need of privacy, although still requires certain assumptions to be met such as the number of nodes within a round, and other factors.