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This has super broad applicability, beyond mobile, federated learning could become the answer to invasive, data hungry centralized applications that "need the d
by grantlmiller 8y ago
This has super broad applicability, beyond mobile, federated learning could become the answer to invasive, data hungry centralized applications that "need the data to make the system better"... no, you just need to learn locally & send a learning summary to a central system, not the data.
- gavinuhma 8y ago100! This recent paper from Google combines FL with secure multi-party computation for “secure aggregation” to prevent the aggregate server from even seeing the gradients https://export.arxiv.org/abs/1902.01046 https://export.arxiv.org/abs/1902.01046