深度-3算术电路边界的幂

Mrinal Kumar
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引用次数: 8

摘要

我们证明了在复数域上,每一个d次的齐次多项式(在边界复杂度意义上)都可以用一个深度为3的最多为2的顶部扇入算术电路来近似。这是相当令人惊讶的,因为在n个2次变量上存在齐次多项式P,因此任何计算P的深度-3算术电路必须至少具有Ω (n)。作为一个应用,我们在Gupta, Kamath, Kayal和Saptharishi的著名深度缩减结果的近似模拟中得到了顶部扇入和形式度之间的新权衡[7,10]。形式上,我们证明了如果一个d次齐次多项式P可以用一个大小为s≥d的算术电路来计算,那么对于每一个t≤d, P位于一个深度为3的顶部扇形电路sO(t)和形式阶sO(d/t)的边界上。据我们所知,在参考文献[7]的原始证明中,顶部扇形的上界总是至少为sΩ(√d),与正式度无关。
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On the Power of Border of Depth-3 Arithmetic Circuits
We show that over the field of complex numbers, every homogeneous polynomial of degree d can be approximated (in the border complexity sense) by a depth-3 arithmetic circuit of top fan-in at most 2. This is quite surprising, since there exist homogeneous polynomials P on n variables of degree 2, such that any depth-3 arithmetic circuit computing P must have top fan-in at least Ω (n). As an application, we get a new tradeoff between the top fan-in and formal degree in an approximate analog of the celebrated depth reduction result of Gupta, Kamath, Kayal, and Saptharishi [7, 10]. Formally, we show that if a degree d homogeneous polynomial P can be computed by an arithmetic circuit of size s ≥ d, then for every t ≤ d, P is in the border of a depth-3 circuit of top fan-in sO(t) and formal degree sO(d/t). To the best of our knowledge, the upper bound on the top fan-in in the original proof of Reference [7] is always at least sΩ (√d), regardless of the formal degree.
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