SecureNN: 3-Party Secure Computation for Neural Network Training

نویسندگان
چکیده

منابع مشابه

Unconditionally Secure Multi-Party Computation

The most general type of multi-party computation involves n participants. Participant i supplies private data xi and obtains an output function fi(x1, . . . , xn). The computation is said to be unconditionally secure if each participant can verify, with probability arbitrarily close to one, that every other participant obtains arbitrarily little information beyond their agreed output fi. We giv...

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The first and still most popular solution for secure two-party computation relies on Yao’s garbled circuits. Unfortunately, Yao’s construction provide security only against passive adversaries. Several constructions (zero-knowledge compiler, cut-and-choose) are known in order to provide security against active adversaries, but most of them are not efficient enough to be considered practical. In...

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We optimize the communication (and, indirectly, computation) complexity of two-party secure function evaluation (SFE). We propose a new approach, which relies on the information-theoretic (IT) Garbled Circuit (GC), which is more efficient than Yao’s GC on shallow circuits. When evaluating a large circuit, we “slice” it into thin layers and evaluate them with IT GC. Motivated by the client-serve...

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Heterogeneous Secure Multi-Party Computation

The increased processing power and storage capacity of inhome and mobile computing devices has motivated their inclusion in distributed and cloud computing systems. The resulting diverse environment creates a strong requirement for secure computations, which can be realised by Secure Multi-Party Computation (MPC). However, MPC most commonly assumes that parties performing the secure computation...

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Since the introduction of secure multi-party computation, all proposed protocols that provide security against cheating players suffer from very high communication complexities. The most efficient unconditionally secure protocols among n players, tolerating cheating by up to t < n/3 of them, require communicating O(n6) field elements for each multiplication of two elements, even if only one pla...

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ژورنال

عنوان ژورنال: Proceedings on Privacy Enhancing Technologies

سال: 2019

ISSN: 2299-0984

DOI: 10.2478/popets-2019-0035