一句话:提出 SAUNF 范式,精确刻画布尔 Skolem 函数何时可多项式时间合成及何时有多项式大小解。
布尔 Skolem 函数合成旨在由输入构造布尔输出函数,使输入输出关系规约得到满足,也称布尔函数合成。该问题有安全控制器设计、带证明的 QBF 求解、密码分析等应用。尽管理论上存在复杂度困难结果,许多算法在实践中表现良好。已有工作研究可保证高效合成的规约范式,但未精确刻画“高效”合成。本文提出 SAUNF 范式并给出肯定回答:规约可在多项式时间合成当且仅当它可在多项式时间编译为 SAUNF;规约存在多项式大小的函数解当且仅当存在语义等价的多项式大小 SAUNF 表示。SAUNF 比 BDD、DNNF 等经典范式指数级更简洁,严格包含 SynNNF,并具有类似 DNNF 的组合性质。
Boolean Skolem function synthesis concerns syn¬thesizing outputs as Boolean functions of inputs such that a relational specification between inputs and outputs is satisfied. This problem, also known as Boolean functional synthesis, has several applications, including design of safe controllers for autonomous systems, certified QBF solving, cryptanalysis etc. Recently, complexity theoretic hardness results have been shown for the problem, although several algorithms proposed in the literature are known to work well in practice. This dichotomy between theoretical hardness and practical efficacy has motivated research on normal forms of specification representation that guarantee efficient synthesis, thus partially explaining the efficacy of some of these algorithms.In this paper we go one step further and ask if there exists a normal form representation of the specification that precisely characterizes "efficient" synthesis. We present a normal form called SAUNF that answers this question affirmatively. Specifically, a specification is polynomial time synthesizable iff it can be compiled to SAUNF in polynomial time. Additionally, a specification admits a polynomial-sized functional solution iff there exists a semantically equivalent polynomial-sized SAUNF representation. SAUNF is exponentially more succinct than well- established normal forms like BDDs and DNNFs, used in the context of AI problems, and strictly subsumes other more recently proposed forms like SynNNF. It enjoys compositional properties that are similar to those of DNNF. Thus, SAUNF provides the right trade-off in knowledge representation for Boolean functional synthesis.
@inproceedings{paperbot6214,
title = {A Normal Form Characterization for Efficient Boolean Skolem Function Synthesis},
author = {Preey Shah and Aman Bansal and S. Akshay and Supratik Chakraborty},
booktitle = {LICS},
year = {2021},
doi = {10.1109/lics52264.2021.9470741}
}