首页|SAFE: Secure Aggregation with Failover and Encryption
SAFE: Secure Aggregation with Failover and Encryption
扫码查看
点击上方二维码区域，可以放大扫码查看
原文链接
NETL
NSTL
Assoc Computing Machinery
We propose, analyze, and experimentally evaluate a novel secure aggregation algorithm targeted at crossorganizationalfederated learning applications with a fixed set of participating learners. Our solution organizeslearners in a chain and encrypts all traffic to reduce the controller of the aggregation to a mere messagebroker. We show that our algorithm scales better and is less resource demanding than existing solutions,while being easy to implement on constrained platforms.With 36 nodes, our method outperforms state-of-the-art secure aggregation by 70x, and 56x with andwithout failover, respectively.
Federated learning multi-party computation
THOMAS SANDHOLM、SAYANDEV MUKHERJEE、BERNARDO HUBERMAN
展开 >
NextGen Systems, CableLabs, Santa Clara, United States
NETL
NSTL
Assoc Computing Machinery
