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List-Decodable Coded Computing: Breaking the Adversarial Toleration Barrier

机译:列出可解码的编码计算:打破对抗性耐受障碍

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We consider the problem of coded computing, where a computational task is performed in a distributed fashion in the presence of adversarial workers. We propose techniques to break the adversarial toleration threshold barrier previously known in coded computing. More specifically, we leverage list-decoding techniques for folded Reed-Solomon codes and propose novel algorithms to recover the correct codeword using side information. In the coded computing setting, we show how the master node can perform certain carefully designed extra computations to obtain the side information. This side information is then utilized to prune the output of the list decoder and uniquely recover the true outcome. We further propose folded Lagrange coded computing (FLCC) to incorporate the developed techniques into a specific coded computing setting. Our results show that FLCC outperforms LCC by breaking the barrier on the number of adversaries that can be tolerated. In particular, the corresponding threshold in FLCC is improved by a factor of two compared to that of LCC.
机译:我们考虑编码计算的问题,其中计算任务在存在对抗性工作者的情况下以分布式方式执行。我们提出了破坏编码计算中已知的对抗性耐受阈值障碍的技术。更具体地,我们利用用于折叠的簧片码代码的列表解码技术,并提出了使用侧面信息恢复正确的码字的新算法。在编码计算设置中,我们展示了主节点如何执行某些仔细设计的额外计算以获得侧面信息。然后利用该侧面信息来修剪列表解码器的输出并唯一地恢复真正的结果。我们进一步提出了折叠的拉格朗日编码计算(FLCC),将显影技术结合到特定的编码计算设置中。我们的结果表明,FLCC通过打破可以容忍的对手数量的屏障来实现LCC。特别地,与LCC的相比,FLCC中的相应阈值改善了两倍。

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