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On Disperser/Lifting Properties of the Index and Inner-Product Functions 指数函数和内积函数的分散/提升性质
Pub Date : 2022-11-30 DOI: 10.48550/arXiv.2211.17211
P. Beame, Sajin Koroth
Query-to-communication lifting theorems, which connect the query complexity of a Boolean function to the communication complexity of an associated `lifted' function obtained by composing the function with many copies of another function known as a gadget, have been instrumental in resolving many open questions in computational complexity. Several important complexity questions could be resolved if we could make substantial improvements in the input size required for lifting with the Index function, from its current near-linear size down to polylogarithmic in the number of inputs $N$ of the original function or, ideally, constant. The near-linear size bound was shown by Lovett, Meka, Mertz, Pitassi and Zhang using a recent breakthrough improvement on the Sunflower Lemma to show that a certain graph associated with the Index function of near-linear size is a disperser. They also stated a conjecture about the Index function that is essential for further improvements in the size required for lifting with Index using current techniques. In this paper we prove the following; 1) The conjecture of Lovett et al. is false when the size of the Index gadget is $log N-omega(1)$. 2) Also, the Inner-Product function, which satisfies the disperser property at size $O(log N)$, does not have this property when its size is $log N-omega(1)$. 3) Nonetheless, using Index gadgets of size at least 4, we prove a lifting theorem for a restricted class of communication protocols in which one of the players is limited to sending parities of its inputs. 4) Using the ideas from this lifting theorem, we derive a strong lifting theorem from decision tree size to parity decision tree size. We use this to derive a general lifting theorem in proof complexity from tree-resolution size to tree-like $Res(oplus)$ refutation size, which yields many new exponential lower bounds on such proofs.
查询-通信提升定理(query -to-communication lifting theorem)将一个布尔函数的查询复杂度与一个关联的“提升”函数的通信复杂度联系起来,该“提升”函数是通过将该函数与另一个称为小工具的函数的许多副本组合而成的,它有助于解决计算复杂性中的许多悬而未决的问题。如果我们能够对Index函数提升所需的输入大小进行实质性改进,将其从当前的近线性大小降低到原始函数的输入数量$N$的多对数大小,或者理想情况下是常数,那么几个重要的复杂性问题就可以得到解决。Lovett, Meka, Mertz, Pitassi和Zhang利用最近对向日葵引证的突破性改进证明了近线性大小的索引函数相关的某个图是分散器。他们还提出了一个关于Index函数的猜想,该猜想对于使用当前技术进一步改进Index提升所需的大小至关重要。本文证明了以下几点:1)当Index小部件的大小为$log N-omega(1)$时,Lovett等人的猜想为假。2)同样,在尺寸为$O(log N)$时满足分散剂性质的内积函数在尺寸为$log N-omega(1)$时不具有该性质。3)尽管如此,使用大小至少为4的Index小工具,我们证明了限制通信协议类别的提升定理,其中一个参与者仅限于发送其输入的配对。4)利用该提升定理的思想,导出了从决策树大小到奇偶决策树大小的强提升定理。我们利用这一点推导出了证明复杂度从树分辨率大小到树状$Res(oplus)$反驳大小的一般提升定理,该定理给出了许多新的指数下界。
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引用次数: 2
Lifting to Parity Decision Trees Via Stifling 通过窒息提升到奇偶性决策树
Pub Date : 2022-11-30 DOI: 10.48550/arXiv.2211.17214
A. Chattopadhyay, Nikhil S. Mande, Swagato Sanyal, Suhail Sherif
We show that the deterministic decision tree complexity of a (partial) function or relation $f$ lifts to the deterministic parity decision tree (PDT) size complexity of the composed function/relation $f circ g$ as long as the gadget $g$ satisfies a property that we call stifling. We observe that several simple gadgets of constant size, like Indexing on 3 input bits, Inner Product on 4 input bits, Majority on 3 input bits and random functions, satisfy this property. It can be shown that existing randomized communication lifting theorems ([G"{o}"{o}s, Pitassi, Watson. SICOMP'20], [Chattopadhyay et al. SICOMP'21]) imply PDT-size lifting. However there are two shortcomings of this approach: first they lift randomized decision tree complexity of $f$, which could be exponentially smaller than its deterministic counterpart when either $f$ is a partial function or even a total search problem. Second, the size of the gadgets in such lifting theorems are as large as logarithmic in the size of the input to $f$. Reducing the gadget size to a constant is an important open problem at the frontier of current research. Our result shows that even a random constant-size gadget does enable lifting to PDT size. Further, it also yields the first systematic way of turning lower bounds on the width of tree-like resolution proofs of the unsatisfiability of constant-width CNF formulas to lower bounds on the size of tree-like proofs in the resolution with parity system, i.e., $textit{Res}$($oplus$), of the unsatisfiability of closely related constant-width CNF formulas.
我们证明,(部分)函数或关系$f$的确定性决策树复杂性提升到组合函数/关系$f circ g$的确定性奇偶性决策树(PDT)大小复杂性,只要小部件$g$满足我们称之为窒息的性质。我们观察到几个简单的常量函数,如3个输入位的索引、4个输入位的内积、3个输入位的多数和随机函数,都满足这个性质。可以证明现有的随机化通信提升定理(Göös, Pitassi, Watson。[j], [Chattopadhyay等。]SICOMP'21])意味着pdt尺寸的提升。然而,这种方法有两个缺点:首先,它们提高了$f$的随机决策树复杂性,当$f$是一个部分函数甚至是一个全部搜索问题时,它可能比它的确定性对应物小得多。其次,在这些提升定理中,小工具的大小与$f$输入大小的对数一样大。将小装置的尺寸减小到一个常数是当前研究前沿的一个重要的开放性问题。我们的结果表明,即使是一个随机的恒定尺寸的小工具也可以提升到PDT尺寸。此外,它还给出了第一个系统的方法,将恒定宽度CNF公式的不满足的树状分辨率证明的宽度下界转化为具有奇偶性系统的分辨率中树状证明的大小下界,即密切相关的恒定宽度CNF公式的不满足的$textit{Res}$ ($oplus$)。
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引用次数: 3
Derandomization under Different Resource Constraints 不同资源约束下的非随机化
Pub Date : 2022-11-26 DOI: 10.48550/arXiv.2211.14640
Samuel Epstein
We provide another proof to the EL Theorem. We show the tradeoff between compressibility of codebooks and their communication capacity. A resource bounded version of the EL Theorem is proven. This is used to prove three instances of resource bounded derandomization. This paper is in support of the general claim that if the existence of an object can be proven with the probabilistic method, then bounds on its Kolmogorov complexity can be proven as well.
我们提供了EL定理的另一个证明。我们展示了码本的可压缩性和它们的通信能力之间的权衡。证明了EL定理的一个资源有界版本。这是用来证明三个实例的资源有界非随机化。本文支持一个普遍的主张,即如果一个对象的存在性可以用概率方法证明,那么它的Kolmogorov复杂度的界也可以被证明。
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引用次数: 1
Parallel Repetition for the GHZ Game: Exponential Decay GHZ游戏的平行重复:指数衰减
Pub Date : 2022-11-24 DOI: 10.48550/arXiv.2211.13741
M. Braverman, Subhash Khot, Dor Minzer
We show that the value of the $n$-fold repeated GHZ game is at most $2^{-Omega(n)}$, improving upon the polynomial bound established by Holmgren and Raz. Our result is established via a reduction to approximate subgroup type questions from additive combinatorics.
在Holmgren和Raz建立的多项式界的基础上,我们证明了$n$次重复GHZ博弈的值不超过$2^{-Omega(n)}$。我们的结果是通过对加性组合问题的近似子群型问题的约简而得到的。
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引用次数: 3
Query Complexity of Inversion Minimization on Trees 树上逆最小化的查询复杂度
Pub Date : 2022-11-22 DOI: 10.48550/arXiv.2211.12441
Ivan Hu, D. Melkebeek, Andrew Morgan
We consider the following computational problem: Given a rooted tree and a ranking of its leaves, what is the minimum number of inversions of the leaves that can be attained by ordering the tree? This variation of the problem of counting inversions in arrays originated in mathematical psychology, with the evaluation of the Mann--Whitney statistic for detecting differences between distributions as a special case. We study the complexity of the problem in the comparison-query model, used for problems like sorting and selection. For many types of trees with $n$ leaves, we establish lower bounds close to the strongest known in the model, namely the lower bound of $log_2(n!)$ for sorting $n$ items. We show: (a) $log_2((alpha(1-alpha)n)!) - O(log n)$ queries are needed whenever the tree has a subtree that contains a fraction $alpha$ of the leaves. This implies a lower bound of $log_2((frac{k}{(k+1)^2}n)!) - O(log n)$ for trees of degree $k$. (b) $log_2(n!) - O(log n)$ queries are needed in case the tree is binary. (c) $log_2(n!) - O(k log k)$ queries are needed for certain classes of trees of degree $k$, including perfect trees with even $k$. The lower bounds are obtained by developing two novel techniques for a generic problem $Pi$ in the comparison-query model and applying them to inversion minimization on trees. Both techniques can be described in terms of the Cayley graph of the symmetric group with adjacent-rank transpositions as the generating set. Consider the subgraph consisting of the edges between vertices with the same value under $Pi$. We show that the size of any decision tree for $Pi$ must be at least: (i) the number of connected components of this subgraph, and (ii) the factorial of the average degree of the complementary subgraph, divided by $n$. Lower bounds on query complexity then follow by taking the base-2 logarithm.
我们考虑以下计算问题:给定一棵有根的树和它的叶子的排序,通过对树排序可以获得的叶子的最小反转数是多少?数组中计数反转问题的这种变化起源于数学心理学,作为一个特例,对Mann- Whitney统计量的评估用于检测分布之间的差异。我们在比较查询模型中研究问题的复杂性,该模型用于排序和选择等问题。对于具有$n$叶子的许多类型的树,我们建立了接近模型中已知最强的下界,即用于对$n$项排序的$log_2(n!)$的下界。我们显示:(a)只要树有一个子树,其中包含一部分$alpha$的叶子,就需要查询$log_2((alpha(1-alpha)n)!) - O(log n)$。这意味着次为$k$的树的下界为$log_2((frac{k}{(k+1)^2}n)!) - O(log n)$。(b)如果树是二叉树,则需要$log_2(n!) - O(log n)$查询。(c)对于某些阶为$k$的树,包括具有偶数阶$k$的完美树,需要查询$log_2(n!) - O(k log k)$。下界是通过开发两种新技术来解决比较查询模型中的一个通用问题$Pi$,并将它们应用于树的反演最小化。这两种技术都可以用邻接秩调换对称群的Cayley图作为生成集来描述。考虑在$Pi$下由具有相同值的顶点之间的边组成的子图。我们证明了$Pi$的任何决策树的大小必须至少是:(i)该子图的连接分量的数量,以及(ii)互补子图的平均度的阶乘除以$n$。查询复杂度的下界,然后取以2为底的对数。
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引用次数: 1
Low-depth arithmetic circuit lower bounds via shifted partials 低深度算术电路下界通过移位偏
Pub Date : 2022-11-14 DOI: 10.48550/arXiv.2211.07691
Prashanth Amireddy, A. Garg, N. Kayal, Chandan Saha, Bhargav Thankey
We prove super-polynomial lower bounds for low-depth arithmetic circuits using the shifted partials measure [Gupta-Kamath-Kayal-Saptharishi, CCC 2013], [Kayal, ECCC 2012] and the affine projections of partials measure [Garg-Kayal-Saha, FOCS 2020], [Kayal-Nair-Saha, STACS 2016]. The recent breakthrough work of Limaye, Srinivasan and Tavenas [FOCS 2021] proved these lower bounds by proving lower bounds for low-depth set-multilinear circuits. An interesting aspect of our proof is that it does not require conversion of a circuit to a set-multilinear circuit, nor does it involve a random restriction. We are able to upper bound the measures for homogeneous formulas directly, without going via set-multilinearity. Our lower bounds hold for the iterated matrix multiplication as well as the Nisan-Wigderson design polynomials. We also define a subclass of homogeneous formulas which we call unique parse tree (UPT) formulas, and prove superpolynomial lower bounds for these. This generalizes the superpolynomial lower bounds for regular formulas in [Kayal-Saha-Saptharishi, STOC 2014], [Fournier-Limaye-Malod-Srinivasan, STOC 2014].
我们使用移位偏量测度[Gupta-Kamath-Kayal-Saptharishi, CCC 2013], [Kayal, ECCC 2012]和偏量测度的仿射投影[Garg-Kayal-Saha, FOCS 2020], [Kayal- nair - saha, STACS 2016]证明了低深度算术电路的超多项式下界。Limaye、Srinivasan和Tavenas最近的突破性工作[FOCS 2021]通过证明低深度集多线性电路的下界证明了这些下界。我们证明的一个有趣的方面是,它不需要将电路转换为集合多线性电路,也不涉及随机限制。我们可以直接给出齐次公式的测度的上界,而不需要经过集合多重线性。我们的下界适用于迭代矩阵乘法以及Nisan-Wigderson设计多项式。我们还定义了齐次公式的一个子类,我们称之为唯一解析树(UPT)公式,并证明了这些公式的超多项式下界。这推广了[Kayal-Saha-Saptharishi, STOC 2014], [Fournier-Limaye-Malod-Srinivasan, STOC 2014]中正则公式的超多项式下界。
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引用次数: 1
Geometry of Rounding 舍入几何
Pub Date : 2022-11-04 DOI: 10.48550/arXiv.2211.02694
Jason Vander Woude, P. Dixon, A. Pavan, Jamie Radcliffe, N. V. Vinodchandran
Rounding has proven to be a fundamental tool in theoretical computer science. By observing that rounding and partitioning of $mathbb{R}^d$ are equivalent, we introduce the following natural partition problem which we call the {em secluded hypercube partition problem}: Given $kin mathbb{N}$ (ideally small) and $epsilon>0$ (ideally large), is there a partition of $mathbb{R}^d$ with unit hypercubes such that for every point $p in mathbb{R}^d$, its closed $epsilon$-neighborhood (in the $ell_{infty}$ norm) intersects at most $k$ hypercubes? We undertake a comprehensive study of this partition problem. We prove that for every $din mathbb{N}$, there is an explicit (and efficiently computable) hypercube partition of $mathbb{R}^d$ with $k = d+1$ and $epsilon = frac{1}{2d}$. We complement this construction by proving that the value of $k=d+1$ is the best possible (for any $epsilon$) for a broad class of ``reasonable'' partitions including hypercube partitions. We also investigate the optimality of the parameter $epsilon$ and prove that any partition in this broad class that has $k=d+1$, must have $epsilonleqfrac{1}{2sqrt{d}}$. These bounds imply limitations of certain deterministic rounding schemes existing in the literature. Furthermore, this general bound is based on the currently known lower bounds for the dissection number of the cube, and improvements to this bound will yield improvements to our bounds. While our work is motivated by the desire to understand rounding algorithms, one of our main conceptual contributions is the introduction of the {em secluded hypercube partition problem}, which fits well with a long history of investigations by mathematicians on various hypercube partitions/tilings of Euclidean space.
四舍五入已被证明是理论计算机科学的一个基本工具。通过观察$mathbb{R}^d$的舍入和划分是等价的,我们引入了以下自然划分问题,我们称之为{em隐蔽超立方体划分问题}:给定$kin mathbb{N}$(理想的小)和$epsilon>0$(理想的大),是否存在一个具有单位超立方体的$mathbb{R}^d$分区,使得对于每个点$p in mathbb{R}^d$,其封闭的$epsilon$邻域(在$ell_{infty}$范数中)最多与$k$超立方体相交?我们对这个分区问题进行了全面的研究。我们证明了对于每一个$din mathbb{N}$,存在一个显式的(且有效可计算的)包含$k = d+1$和$epsilon = frac{1}{2d}$的$mathbb{R}^d$超立方分区。我们通过证明对于包括超立方体分区在内的广泛的“合理”分区,$k=d+1$的值是可能的最佳值(对于任何$epsilon$)来补充这种构造。我们还研究了参数$epsilon$的最优性,并证明了在这个广义类中任何分区都有$k=d+1$,必须有$epsilonleqfrac{1}{2sqrt{d}}$。这些边界暗示了文献中存在的某些确定性舍入格式的局限性。此外,这个一般边界是基于目前已知的立方体解剖数的下界,对这个边界的改进将产生对我们边界的改进。虽然我们的工作是出于理解舍入算法的愿望,但我们的主要概念贡献之一是引入了{em隐蔽的超立方体划分问题},这与数学家对欧几里得空间的各种超立方体划分/平铺的长期研究历史非常吻合。
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引用次数: 3
The power of the Binary Value Principle 二进制值原理的力量
Pub Date : 2022-10-31 DOI: 10.48550/arXiv.2210.17429
Yaroslav Alekseev, E. Hirsch
The (extended) Binary Value Principle (eBVP: $sum_{i=1}^n x_i2^{i-1} = -k$ for $k>0$ and $x^2_i=x_i$) has received a lot of attention recently, several lower bounds have been proved for it (Alekseev et al 2020, Alekseev 2021, Part and Tzameret 2021). Also it has been shown (Alekseev et al 2020) that the probabilistically verifiable Ideal Proof System (IPS) (Grochow and Pitassi 2018) together with eBVP polynomially simulates a similar semialgebraic proof system. In this paper we consider Polynomial Calculus with the algebraic version of Tseitin's extension rule (Ext-PC). Contrary to IPS, this is a Cook--Reckhow proof system. We show that in this context eBVP still allows to simulate similar semialgebraic systems. We also prove that it allows to simulate the Square Root Rule (Grigoriev and Hirsch 2003), which is in sharp contrast with the result of (Alekseev 2021) that shows an exponential lower bound on the size of Ext-PC derivations of the Binary Value Principle from its square. On the other hand, we demonstrate that eBVP probably does not help in proving exponential lower bounds for Boolean formulas: we show that an Ext-PC (even with the Square Root Rule) derivation of any unsatisfiable Boolean formula in CNF from eBVP must be of exponential size.
(扩展的)二进制值原理(eBVP: $sum_{i=1}^n x_i2^{i-1} = -k$ for $k>0$和$x^2_i=x_i$)最近受到了很多关注,已经证明了它的几个下界(Alekseev et al 2020, Alekseev 2021, Part and Tzameret 2021)。此外,已经证明(Alekseev等人2020),概率可验证的理想证明系统(IPS) (Grochow和Pitassi 2018)与eBVP一起多项式地模拟了类似的半代数证明系统。本文考虑了多项式微积分的代数版本的tseittin的扩展规则(Ext-PC)。与IPS不同的是,这是库克-雷克豪的证明系统。我们表明,在这种情况下,eBVP仍然允许模拟类似的半代数系统。我们还证明了它允许模拟平方根规则(Grigoriev和Hirsch 2003),这与(Alekseev 2021)的结果形成鲜明对比,后者显示了二进制值原理的Ext-PC衍生的大小的指数下界。另一方面,我们证明了eBVP可能对证明布尔公式的指数下界没有帮助:我们证明了从eBVP推导出CNF中任何不满足的布尔公式的Ext-PC(即使使用平方根规则)必须具有指数大小。
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引用次数: 0
Downward Self-Reducibility in TFNP TFNP的向下自约性
Pub Date : 2022-09-21 DOI: 10.48550/arXiv.2209.10509
P. Harsha, Daniel Mitropolsky, Alon Rosen
A problem is emph{downward self-reducible} if it can be solved efficiently given an oracle that returns solutions for strictly smaller instances. In the decisional landscape, downward self-reducibility is well studied and it is known that all downward self-reducible problems are in textsc{PSPACE}. In this paper, we initiate the study of downward self-reducible search problems which are guaranteed to have a solution -- that is, the downward self-reducible problems in textsc{TFNP}. We show that most natural $PLS$-complete problems are downward self-reducible and any downward self-reducible problem in textsc{TFNP} is contained in textsc{PLS}. Furthermore, if the downward self-reducible problem is in textsc{TFUP} (i.e. it has a unique solution), then it is actually contained in textsc{UEOPL}, a subclass of textsc{CLS}. This implies that if integer factoring is emph{downward self-reducible} then it is in fact in textsc{UEOPL}, suggesting that no efficient factoring algorithm exists using the factorization of smaller numbers.
一个问题是emph{向下自约},如果它可以有效地解决给定的oracle,返回解决方案严格较小的实例。在决策景观中,向下自约性得到了很好的研究,已知所有向下自约性问题都在textsc{pspace}。本文研究了保证有解的向下自约搜索问题,即textsc{TFNP}中的向下自约问题。我们证明了大多数自然$PLS$ -完全问题是向下自约的,并且在textsc{TFNP}中任何向下自约的问题都包含在textsc{请}中。进一步,如果向下自约问题在textsc{tup}中(即有唯一解),则它实际上包含在textsc{CLS}的一个子类textsc{人民}中。这意味着,如果整数因数分解是emph{向下自约},那么它实际上是在textsc{人民},这表明不存在有效的因数分解算法。
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引用次数: 0
Decision Tree Complexity versus Block Sensitivity and Degree 决策树复杂性与块灵敏度和度
Pub Date : 2022-09-16 DOI: 10.48550/arXiv.2209.08042
Rahul Chugh, Supartha Podder, Swagato Sanyal
Relations between the decision tree complexity and various other complexity measures of Boolean functions is a thriving topic of research in computational complexity. It is known that decision tree complexity is bounded above by the cube of block sensitivity, and the cube of polynomial degree. However, the widest separation between decision tree complexity and each of block sensitivity and degree that is witnessed by known Boolean functions is quadratic. In this work, we investigate the tightness of the existing cubic upper bounds. We improve the cubic upper bounds for many interesting classes of Boolean functions. We show that for graph properties and for functions with a constant number of alternations, both of the cubic upper bounds can be improved to quadratic. We define a class of Boolean functions, which we call the zebra functions, that comprises Boolean functions where each monotone path from 0^n to 1^n has an equal number of alternations. This class contains the symmetric and monotone functions as its subclasses. We show that for any zebra function, decision tree complexity is at most the square of block sensitivity, and certificate complexity is at most the square of degree. Finally, we show using a lifting theorem of communication complexity by G{"{o}}{"{o}}s, Pitassi and Watson that the task of proving an improved upper bound on the decision tree complexity for all functions is in a sense equivalent to the potentially easier task of proving a similar upper bound on communication complexity for each bi-partition of the input variables, for all functions. In particular, this implies that to bound the decision tree complexity it suffices to bound smaller measures like parity decision tree complexity, subcube decision tree complexity and decision tree rank, that are defined in terms of models that can be efficiently simulated by communication protocols.
决策树复杂性与布尔函数的各种其他复杂性度量之间的关系是计算复杂性研究的一个蓬勃发展的课题。已知决策树的复杂度由块灵敏度的立体化和多项式次的立体化界定。然而,已知布尔函数见证的决策树复杂度与每个块灵敏度和度之间最广泛的分离是二次的。在这项工作中,我们研究了现有三次上界的紧密性。我们改进了许多有趣的布尔函数的三次上界。我们证明了对于图形性质和具有常数次变换的函数,三次上界都可以改进为二次。我们定义了一类布尔函数,我们称之为斑马函数,它由布尔函数组成,其中从0^n到1^n的每条单调路径都有相同数量的变换。该类包含对称函数和单调函数作为其子类。结果表明,对于任意斑马函数,决策树复杂度不超过块灵敏度的平方,证书复杂度不超过度的平方。最后,我们用G{"{o}}{"{o}}s、Pitassi和Watson提出的通信复杂度提升定理表明,为所有函数证明改进的决策树复杂度上界的任务在某种意义上相当于为所有函数的输入变量的每个双划分证明类似的通信复杂度上界的潜在更简单的任务。特别是,这意味着要绑定决策树复杂性,就必须绑定较小的度量,如奇偶性决策树复杂性,子立方体决策树复杂性和决策树秩,这些度量是根据可以通过通信协议有效模拟的模型定义的。
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引用次数: 0
期刊
Electron. Colloquium Comput. Complex.
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