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title
SoK: Cryptographic Neural-Network Computation
description
image
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SoK: Cryptographic Neural-Network Computation
author
Lucien K. L. Ng / Sherman S. M Chow
updated
2026-02-27 02:11:56
raw text
SoK: Cryptographic Neural-Network Computation SoK: Cryptographic Neural-Network Computation SoK ☰ SoK: Cryptographic Neural-Network Computation true , true May 26, 2023 Contents Abstract Introduction Preliminary Systematizing Machine learning \(\times\) Cryptology Pure-LHE Frameworks Boolean-Circuit-based Approaches Mixed Frameworks for Oblivious Inference MPC-based Inference/Training Frameworks Practical Deployment Issues Status Quo in Accuracy/Latency/Throughput Discussion The State of the Art for Various Setups/Features Genealogy Summary of Frameworks Interactive Chart Abstract We studied \(53\) privacy-preserving neural-network papers in 2016-2022 based on cryptography (without trusted processors or differential privacy), \(16\) of which only use homomorphic encryption, \(19\) use secure computation for inference , and \(18\) use non-colluding servers (among which \(12\) support training ), solving a wide variet...
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