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The Fractal Dimension of SAT Formulas

机译:饱和公式的分形维数

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Modern SAT solvers have experienced a remarkable progress on solving industrial instances. Most of the techniques have been developed after an intensive experimental process. It is believed that these techniques exploit the underlying structure of industrial instances. However, there is not a precise definition of the notion of structure. Recently, there have been some attempts to analyze this structure in terms of complex networks, with the long-term aim of explaining the success of SAT solving techniques, and possibly improving them. We study the fractal dimension of SAT instances with the aim of complementing the model that describes the structure of industrial instances. We show that many industrial families of formulas are self-similar, with a small fractal dimension. We also show how this dimension is affected by the addition of learnt clauses during the execution of SAT solvers.
机译:现代SAT求解商在解决工业实例上遇到了显着进展。大多数技术已经在密集的实验过程之后开发。据信,这些技术利用了工业实例的潜在结构。但是,没有结构概念的精确定义。最近,有一些尝试在复杂的网络方面分析这种结构,并且长期目的是解释SAT解决技术的成功,并可能改善它们。我们研究SAT实例的分形维度,目的是补充描述工业实例结构的模型。我们表明,许多工业公式家庭是自相似的,分形维数小。我们还展示了如何在执行SAT求解器期间添加学习条款的影响。

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