2 code implementations • 24 Nov 2018 • Muhammad Shayan, Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh
Federated Learning is the current state of the art in supporting secure multi-party machine learning (ML): data is maintained on the owner's device and the updates to the model are aggregated through a secure protocol.
2 code implementations • 14 Aug 2018 • Clement Fung, Chris J. M. Yoon, Ivan Beschastnikh
Unfortunately, such approaches are susceptible to a variety of attacks, including model poisoning, which is made substantially worse in the presence of sybils.