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Black-Box Identity Testing of Depth-4 Multilinear Circuits

机译:深度4多线电路的黑匣子标识测试

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We study the problem of identity testing for multilinear sigma sigma(k) circuits, i.e., multilinear depth-4 circuits with fan-in k at the top + gate. We give the first polynomial-time deterministic identity testing algorithm for such circuits when k=O(1). Our results also hold in the black-box setting.The running time of our algorithm i, where n is the number of variables, s is the size of the circuit and k is the fan-in of the top gate. The importance of this model arises from [11], where it was shown that derandomizing black-box polynomial identity testing for general depth-4 circuits implies a derandomization of polynomial identity testing (PIT) for general arithmetic circuits. Prior to our work, the best PIT algorithm for multilinear sigma sigma(k) circuits [31] ran in quasi-polynomial-time, with the running time being. We obtain our results by showing a strong structural result for multilinear sigma sigma(k) circuits that compute the zero polynomial. We show that under some mild technical conditions, any gate of such a circuit must compute a sparse polynomial. We then show how to combine the structure theorem with a result by Klivans and Spielman [33], on the identity testing for sparse polynomials, to yield the full result.
机译:我们研究了多线性Sigma Sigma(k)电路的身份测试问题,即在顶部+栅极处用风扇k k的多线性深度4电路。当K = O(1)时,我们为这种电路提供了第一种多项式时间确定性标识测试算法。我们的结果也持有黑匣子设置。我们的算法I的运行时间I,其中n是变量的数量,s是电路的大小,k是顶级栅极的粉丝。该模型的重要性从[11]中出现,其中显示了一般深度-4电路的透算黑盒多项式标识测试意味着多项式算术电路的多项式身份测试(PIT)的遗传化。在我们的工作之前,MultiLinear Sigma Sigma(k)电路的最佳坑算法[31]在准多项式 - 时间内运行,运行时间为。通过为计算零多项式的多线性Sigma Sigma(k)电路显示强大的结构结果,我们获得了结果。我们表明,在一些温和的技术条件下,这种电路的任何栅极都必须计算稀疏多项式。然后,我们展示了如何将结构定理与Klivans和Spielman [33]相结合,对稀疏多项式的身份测试,产生完整的结果。

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