Papers · Federated & aggregation · Prio / Prio+

Prio / Prio+

Prio: Private, Robust, and Scalable Computation of Aggregate Statistics

Henry Corrigan-Gibbs, Dan Bonehunverified

Venue
NSDI 2017 (Prio); SCN 2022 (Prio+)
Date
2017-03-01
Uses ZK
yes
Paper
https://crypto.stanford.edu/prio/

Notes

The ancestor of this whole cluster and the origin of the SNIP technique EIFFeL builds on. Not ML-specific. Prio+ (Addanki et al.) replaces SNIPs with Boolean shares.

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Discussed in

The hybrid cellWhat each system actually provesA claim about a model, not about a computation
Other recorded fields
primitive: Secret-shared non-interactive proofs (SNIPs) -- zero-knowledge
what_is_proven: Each client's submitted value is well-formed / in range.