计算不可靠分量的线性变换

Yaoqing Yang, P. Grover, S. Kar
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引用次数: 5

摘要

研究了当所有电路元件都不可靠时的二元线性变换计算问题。我们提出了一种新的“ENCODED”技术,该技术使用LDPC(低密度奇偶校验)编码和嵌入式噪声解码器来保持计算的错误概率低于一个与线性变换大小无关的小常数,即使在计算中的所有逻辑门都容易出现概率错误。与现有的将编码应用于不可靠组件的计算的工作不同,“ENCODED”技术明确地考虑了编码和解码阶段发生的错误。此外,我们表明,与重复技术相比,ENCODED需要更少的操作(在顺序意义上)。
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Computing linear transforms with unreliable components
We consider the problem of computing a binary linear transform when all circuit components are unreliable. We propose a novel “ENCODED” technique that uses LDPC (low-density parity-check) codes and embedded noisy decoders to keep the error probability of the computation below a small constant independent of the size of the linear transform, even when all logic gates in the computation are prone to probabilistic errors. Unlike existing works on applying coding to computing with unreliable components, the “ENCODED” technique explicitly considers the errors that happen during both the encoding and the decoding phases. Further, we show that ENCODED requires fewer operations (in order sense) than repetition techniques.
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