Pushing the Communication Barrier in Secure Computation using Lookup Tables
Author(s): Ghada Dessouky, Farinaz Koushanfar, Ahmad-Reza Sadeghi, Thomas Schneider, Shaza Zeitouni, Michael Zohner
Download: Paper (PDF)
Date: 27 Feb 2017
Document Type: Reports
Associated Event: NDSS Symposium 2017
Secure two-party computation (S2PC) allows two parties to compute a function on their joint inputs while leaking only the output of the function. At TCC 2009 Orlandi and Nielsen proposed the LEGO protocol for maliciously secure 2PC based on cut-and-choose of Yao s garbled circuits at the gate level and showed that this is Secure two-party computation has witnessed significant efficiency improvements in the recent years. Current implementations of protocols with security against passive adversaries generate and process data much faster than it can be sent over the network, even with a single thread. This paper introduces novel methods to further reduce the communication bottleneck and round complexity of semi-honest secure two-party computation. Our new methodology creates a trade-off between communication and computation, and we show that the added computing cost for each party is still feasible and practicable in light of the new communication savings. We first improve communication for Boolean circuits with 2-input gates by factor 1.9x when evaluated with the protocol of Goldreich-Micali-Wigderson (GMW). As a further step, we change the conventional Boolean circuit representation from 2-input gates to multi-input/multioutput lookup tables (LUTs) which can be programmed to realize arbitrary functions. We construct two protocols for evaluating LUTs offering a trade-off between online communication and total communication. Our most efficient LUT-based protocol reduces the communication and round complexity by a factor 2-4x for several basic and complex operations. Our proposed scheme results in a significant overall runtime decrease of up to a factor of 3x on several benchmark functions.