证明代数回路下界的简洁击打集和障碍

Michael A. Forbes, Amir Shpilka, Ben lee Volk
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引用次数: 25

摘要

我们形式化了代数回路的代数自然下界框架。正如Razborov和Rudich对布尔电路下界的自然证明概念一样,我们的代数自然下界概念涵盖了几乎所有已知的下界技术。然而,与布尔设置不同,没有具体的证据表明这是获得一般代数电路的超多项式下界的障碍,因为很少有人了解代数电路是否具有足够的表达能力来支持针对代数电路的“加密”安全。根据Williams在布尔设置下的类似结果,我们证明了代数自然证明障碍的存在性等价于多项式恒等式检验问题的简洁非随机化的存在性。即,多对数(N)次多对数(N)次电路的系数向量是否为多对数(N)次电路类的命中集。进一步,我们给出了一个明确的全称构造,表明如果这样一个简洁的命中集存在,那么我们的全称构造是充分的。进一步,我们评估了现有的构造代数电路受限类命中集的文献,并观察到它们都不像给定的那样简洁。然而,我们展示了如何修改这些结构以获得简洁的命中集。这构成了支持代数自然证明屏障存在的第一个证据。我们的框架类似于Mulmuley和Sohoni的几何复杂性理论(GCT)程序,除了这里我们强调证明的建设性,而GCT程序强调对称性。然而,我们的简洁命中集与GCT程序相关,因为它们暗示了由小电路计算的多项式定义方程的复杂性的下界。
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Succinct hitting sets and barriers to proving algebraic circuits lower bounds
We formalize a framework of algebraically natural lower bounds for algebraic circuits. Just as with the natural proofs notion of Razborov and Rudich for boolean circuit lower bounds, our notion of algebraically natural lower bounds captures nearly all lower bound techniques known. However, unlike the boolean setting, there has been no concrete evidence demonstrating that this is a barrier to obtaining super-polynomial lower bounds for general algebraic circuits, as there is little understanding whether algebraic circuits are expressive enough to support "cryptography" secure against algebraic circuits. Following a similar result of Williams in the boolean setting, we show that the existence of an algebraic natural proofs barrier is equivalent to the existence of succinct derandomization of the polynomial identity testing problem. That is, whether the coefficient vectors of polylog(N)-degree polylog(N)-size circuits is a hitting set for the class of poly(N)-degree poly(N)-size circuits. Further, we give an explicit universal construction showing that if such a succinct hitting set exists, then our universal construction suffices. Further, we assess the existing literature constructing hitting sets for restricted classes of algebraic circuits and observe that none of them are succinct as given. Yet, we show how to modify some of these constructions to obtain succinct hitting sets. This constitutes the first evidence supporting the existence of an algebraic natural proofs barrier. Our framework is similar to the Geometric Complexity Theory (GCT) program of Mulmuley and Sohoni, except that here we emphasize constructiveness of the proofs while the GCT program emphasizes symmetry. Nevertheless, our succinct hitting sets have relevance to the GCT program as they imply lower bounds for the complexity of the defining equations of polynomials computed by small circuits.
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