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Overdrive LowGear 2.0: Reduced-Bandwidth MPC without Sacrifice

Pascal Reisert, Marc Rivinius, Toomas Krips, Ralf Kuesters

202310 citationsDOI

Abstract

Some of the most efficient protocols for Multi-Party Computation (MPC) follow a two-phase approach where correlated randomness, in particular Beaver triples, is generated in the offline phase and then used to speed up the online phase. Recently, more complex correlations have been introduced to optimize certain operations even further, such as matrix triples for matrix multiplications. In this paper, our goal is to improve the efficiency of the triple generation in general and in particular for classical field values as well as matrix operations. To this end, we modify the Overdrive LowGear protocol to remove the costly sacrificing step and therewith reduce the round complexity and the bandwidth. We extend the state-of-the-art MP-SPDZ implementation with our new protocols and show that the new offline phase outperforms state-of-the-art protocols for the generation of Beaver triples and matrix triples. For example, we save in bandwidth compared to Overdrive LowGear.

Topics & Concepts

Bandwidth (computing)Computer scienceComputationRandomnessAlgorithmProtocol (science)Matrix (chemical analysis)Computer networkMathematicsMaterials scienceMedicineStatisticsPathologyAlternative medicineComposite materialCryptography and Data SecurityPrivacy-Preserving Technologies in DataStochastic Gradient Optimization Techniques
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