We consider the problem of communication efficient secure distributed matrix multiplication. The previous literature has focused on reducing the number of servers as a proxy for minimizing communication costs. The intuition being, that the more servers used, the higher the communication cost. We show that this is not the case. Our central technique relies on adapting results from the literature on repairing Reed-Solomon codes where instead of downloading the whole of the computing task, a user downloads field traces of these computations. We present field trace polynomial codes, a family of codes, that explore this technique and characterize regimes for which our codes outperform the existing codes in the literature.
翻译:我们考虑了通信高效安全分布矩阵的乘法问题。 以前的文献侧重于减少服务器数量,作为最大限度地减少通信成本的代用工具。 直觉是,使用的服务器越多,通信成本就越高。 我们证明情况并非如此。 我们的中心技术依靠的是修改关于修复Reed- Solomon代码的文献结果, 而不是下载整个计算任务, 用户下载了这些计算过程的实地痕迹。 我们展示了实地追踪多元代码, 这是一种代码的组合, 探索这种技术, 并描述我们的代码比文献中现有代码更完善的制度。