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4区 计算机科学 Q2 Computer Science Pub Date : 2023-01-01 DOI: 10.4086/toc.2023.v019a003
Irit Dinur, Inbal Livni Navon
$ newcommandf{f} newcommandpf{g} $ Given a function $f:[N]^krightarrow[M]^k$, the Z-test is a three-query test for checking if the function $f$ is a direct product, i.e., if there are functions $pf_1,ldots,pf_k:[N]to[M]$ such that $f(x_1,ldots,x_k)=(pf_1(x_1),ldots,pf_k(x_k))$ for every input $xin [N]^k$. This test was introduced by Impagliazzo et. al. (SICOMP 2012), who showed that if the test passes with probability $epsilon > exp(-sqrt k)$ then $f$ is $Omega(epsilon)$ correlated to a direct product function in some precise sense. It remained an open question whether the soundness of this test can be pushed all the way down to $exp(-k)$ (which would be optimal). This is our main result: we show that whenever $f$ passes the Z test with probability $epsilon > exp(-k)$, there must be a global reason for this, namely, $f$ is $Omega(epsilon)$ correlated to a direct product function, in the same sense of closeness. Towards proving our result we analyze the related (two-query) V-test, and prove a “restricted global structure” theorem for it. Such theorems were also proven in previous work on direct product testing in the small soundness regime. The most recent paper, by Dinur and Steurer (CCC 2014), analyzed the V test in the exponentially small soundness regime. We strengthen their conclusion by moving from an “in expectation” statement to a stronger “concentration of measure” type of statement, which we prove using reverse hyper-contractivity. This stronger statement allows us to proceed to analyze the Z test. ------------------ A preliminary version of this paper appeared in the Proceedings of the 32nd Computational Complexity Conference (CCC'17).
$ newcommandf{f} newcommandpf{g} $ 给定一个函数$f:[N]^krightarrow[M]^k$, z检验是一个三查询检验,用于检查函数$f$是否是一个直接乘积,即,是否有函数$pf_1,ldots,pf_k:[N]to[M]$使得$f(x_1,ldots,x_k)=(pf_1(x_1),ldots,pf_k(x_k))$对于每个输入$xin [N]^k$。Impagliazzo等人(SICOMP 2012)介绍了该测试,他们表明,如果测试以概率$epsilon > exp(-sqrt k)$通过,那么$f$在某种精确意义上与直接积函数$Omega(epsilon)$相关。这个测试的可靠性是否可以一直推到$exp(-k)$(这将是最优的),这仍然是一个悬而未决的问题。这是我们的主要结果:我们表明,每当$f$以概率$epsilon > exp(-k)$通过Z检验时,这一定有一个全局原因,即$f$与直接乘积函数$Omega(epsilon)$相关,在相同的接近意义上。为了证明我们的结果,我们分析了相关的(双查询)v检验,并证明了它的一个“受限全局结构”定理。这些定理也证明了在以前的工作中直接产品测试在小健全制度。Dinur和Steurer (CCC 2014)的最新论文分析了指数小稳健性体系中的V检验。我们通过从一个“预期”的陈述转移到一个更强的“测度集中”类型的陈述来加强他们的结论,我们使用反向超收缩性证明了这一点。这个更强的语句允许我们继续分析Z测试。------------------本文的初步版本发表在第32届计算复杂性会议论文集(CCC'17)上。
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引用次数: 0
4区 计算机科学 Q2 Computer Science Pub Date : 2023-01-01 DOI: 10.4086/toc.2023.v019a006
Linh Tran, Van Vu
$ $ A community of $n$ individuals splits into two camps, Red and Blue. The individuals are connected by a social network, which influences their colors. Every day each person changes their color according to the majority of their neighbors. Red (Blue) wins if everyone in the community becomes Red (Blue) at some point. We study this process when the underlying network is the random Erdős--Rényi graph $G(n, p)$. With a balanced initial state ($n/2$ persons in each camp), it is clear that each color wins with the same probability. Our study reveals that for any constants $p$ and $varepsilon$, there is a constant $c$ such that if one camp has at least $n/2 + c$ individuals at the initial state, then it wins with probability at least $1 - varepsilon$. The surprising fact here is that $c$ does not depend on $n$, the population of the community. When $p=1/2$ and $varepsilon =.1$, one can set $c=5$, meaning one camp has $n/2 + 5$ members initially. In other words, it takes only $5$ extra people to win an election with overwhelming odds. We also generalize the result to $p = p_n = text{o}(1)$ in a separate paper. ----------------- A preliminary version of this paper appeared in the Proceedings of the 24th International Conference on Randomization and Computation (RANDOM'20).
$ $ $一个由$ $ $个人组成的社区分裂成两个阵营,红派和蓝派。个体通过社会网络联系在一起,这影响了他们的颜色。每天,每个人都会根据他们邻居的大多数人改变自己的颜色。如果社区中的每个人都变成了红(蓝),红(蓝)就会获胜。我们研究这个过程时,底层网络是随机的Erdős- r图$G(n, p)$。有了平衡的初始状态(每个阵营中有$n/2$人),很明显每种颜色都以相同的概率获胜。我们的研究表明,对于任意常数$p$和$varepsilon$,存在一个常数$c$,使得如果一个阵营在初始状态下至少有$n/2 + c$个体,那么它以至少$1 - $ varepsilon$的概率获胜。这里令人惊讶的事实是,$c$并不依赖于$n$,即社区的人口。当$p=1/2$和$varepsilon =。1$,我们可以设置$c=5$,这意味着一个阵营最初有$n/2 + 5$成员。换句话说,只需要额外的5美元,就可以赢得一场压倒性的选举。在另一篇论文中,我们也将结果推广到$p = p_n = text{o}(1)$。-----------------这篇论文的初步版本发表在第24届随机化与计算国际会议论文集(RANDOM'20)上。
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引用次数: 0
4区 计算机科学 Q2 Computer Science Pub Date : 2023-01-01 DOI: 10.4086/toc.2023.v019a004
Shuichi Hirahara
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引用次数: 0
4区 计算机科学 Q2 Computer Science Pub Date : 2023-01-01 DOI: 10.4086/toc.2023.v019a002
Rahul Jain, Raghunath Tewari
The reachability problem asks to decide if there exists a path from one vertex to another in a digraph. In a grid digraph, the vertices are the points of a two-dimensional square grid, and an edge can occur between a vertex and its immediate horizontal and vertical neighbors only. Asano and Doerr (CCCG'11) presented the first simultaneous time-space bound for reachability in grid digraphs by solving the problem in polynomial time and $O(n^{1/2 + epsilon})$ space. In 2018, the space complexity was improved to $tilde{O}(n^{1/3})$ by Ashida and Nakagawa (SoCG'18). In this paper, we show that there exists a polynomial-time algorithm that uses $O(n^{1/4 + epsilon})$ space to solve the reachability problem in a grid digraph containing $n$ vertices. We define and construct a new separator-like device called pseudoseparator to develop a divide-and-conquer algorithm. This algorithm works in a space-efficient manner to solve reachability. -------------- A conference version of this paper appeared in the Proceedings of the 39th IARCS Annual Conference on Foundations of Software Technology and Theoretical Computer Science (FSTTCS'19).
可达性问题要求确定有向图中是否存在从一个顶点到另一个顶点的路径。在网格有向图中,顶点是二维正方形网格的点,并且边缘只能出现在顶点与其直接的水平和垂直邻居之间。Asano和Doerr (CCCG'11)通过在多项式时间和$O(n^{1/2 + epsilon})$空间中求解问题,提出了网格有向图中可达性的第一个同步时空边界。2018年,Ashida和Nakagawa (SoCG’18)将空间复杂度提高到$tilde{O}(n^{1/3})$。在本文中,我们证明了存在一个多项式时间算法,该算法使用$O(n^{1/4 + epsilon})$空间来解决包含$n$顶点的网格有向图中的可达性问题。我们定义并构造了一个新的类似分隔符的设备,称为伪分隔符,以开发分治算法。该算法以节省空间的方式解决可达性问题。--------------这篇论文的会议版发表在第39届iarc软件技术与理论计算机科学基础年会上(FSTTCS'19)。
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引用次数: 0
4区 计算机科学 Q2 Computer Science Pub Date : 2023-01-01 DOI: 10.4086/toc.2023.v019a001
Iden Kalemaj, Sofya Raskhodnikova, Nithin Varma
We initiate the study of sublinear-time algorithms that access their input via an online adversarial erasure oracle. After answering each input query, such an oracle can erase $t$ input values. Our goal is to understand the complexity of basic computational tasks in extremely adversarial situations, where the algorithm's access to data is blocked during the execution of the algorithm in response to its actions. Specifically, we focus on property testing in the model with online erasures. We show that two fundamental properties of functions, linearity and quadraticity, can be tested for constant $t$ with asymptotically the same complexity as in the standard property testing model. For linearity testing, we prove tight bounds in terms of $t$, showing that the query complexity is $Theta(log t).$ In contrast to linearity and quadraticity, some other properties, including sortedness and the Lipschitz property of sequences, cannot be tested at all, even for $t=1$. Our investigation leads to a deeper understanding of the structure of violations of linearity and other widely studied properties. We also consider implications of our results for algorithms that are resilient to online adversarial corruptions instead of erasures. -------------- A preliminary version of this paper appeared in the Proceedings of the 13th Innovations in Theoretical Computer Science Conference (ITCS'22).
我们开始研究亚线性时间算法,该算法通过在线对抗性擦除oracle访问其输入。在回答每个输入查询后,这样的oracle可以擦除$t$输入值。我们的目标是理解在极端对抗情况下基本计算任务的复杂性,在这种情况下,算法对数据的访问在算法执行期间被阻止,以响应其动作。具体来说,我们关注的是在线擦除模型中的属性测试。我们证明了函数的两个基本性质,线性和二次性,可以用与标准性质检验模型渐近相同的复杂度来检验常数$t$。对于线性测试,我们证明了$t$的紧界,表明查询复杂度为$Theta(log t).$。与线性和二次性相反,一些其他性质,包括排序性和序列的Lipschitz性质,根本无法测试,即使对于$t=1$。我们的研究导致了对违反线性的结构和其他被广泛研究的性质的更深层次的理解。我们还考虑了我们的结果对算法的影响,这些算法对在线对抗性腐败而不是擦除具有弹性。--------------本文的初步版本发表在第13届理论计算机科学创新会议(ITCS'22)的会议记录上。
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引用次数: 0
SPECIAL ISSUE: CCC 2017 Foreword 特刊:CCC 2017前言
IF 1 4区 计算机科学 Q2 Computer Science Pub Date : 2018-04-14 DOI: 10.4086/TOC.2018.V014A002
Shachar Lovett, R. O'Donnell
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引用次数: 8
Arithmetic Circuits with Locally Low Algebraic Rank 具有局部低代数秩的算术电路
IF 1 4区 计算机科学 Q2 Computer Science Pub Date : 2016-05-29 DOI: 10.4086/toc.2017.v013a006
Mrinal Kumar, Shubhangi Saraf
In recent years, there has been a flurry of activity towards proving lower bounds for homogeneous depth-4 arithmetic circuits, which has brought us very close to statements that are known to imply $textsf{VP} neq textsf{VNP}$. It is open if these techniques can go beyond homogeneity, and in this paper we make some progress in this direction by considering depth-4 circuits of low algebraic rank, which are a natural extension of homogeneous depth-4 circuits. A depth-4 circuit is a representation of an $N$-variate, degree-$n$ polynomial $P$ as [ P = sum_{i = 1}^T Q_{i1}cdot Q_{i2}cdot cdots cdot Q_{it} ; , ] where the $Q_{ij}$ are given by their monomial expansion. Homogeneity adds the constraint that for every $i in [T]$, $sum_{j} operatorname{deg}(Q_{ij}) = n$. We study an extension, where, for every $i in [T]$, the algebraic rank of the set ${Q_{i1}, Q_{i2}, ldots ,Q_{it}}$ of polynomials is at most some parameter $k$. Already for $k = n$, these circuits are a generalization of the class of homogeneous depth-4 circuits, where in particular $t leq n$ (and hence $k leq n$). We study lower bounds and polynomial identity tests for such circuits and prove the following results. We show an $exp{(Omega(sqrt{n}log N))}$ lower bound for such circuits for an explicit $N$ variate degree $n$ polynomial family when $k leq n$. We also show quasipolynomial hitting sets when the degree of each $Q_{ij}$ and the $k$ are at most $operatorname{poly}(log n)$. A key technical ingredient of the proofs, which may be of independent interest, is a result which states that over any field of characteristic zero, up to a translation, every polynomial in a set of polynomials can be written as a function of the polynomials in a transcendence basis of the set. We combine this with methods based on shifted partial derivatives to obtain our final results.
近年来,在证明齐次深度-4算术电路的下界方面出现了一系列活动,这使我们非常接近于已知隐含$textsf{VP} neq textsf{VNP}$的语句。这些技术是否可以超越同质性是开放的,本文通过考虑低代数秩的深度-4电路,这是齐次深度-4电路的自然扩展,在这个方向上取得了一些进展。深度-4电路是$N$ -变量,度- $n$多项式$P$的表示形式[ P = sum_{i = 1}^T Q_{i1}cdot Q_{i2}cdot cdots cdot Q_{it} ; , ],其中$Q_{ij}$由其单项式展开给出。同质性增加了约束,对于每个$i in [T]$, $sum_{j} operatorname{deg}(Q_{ij}) = n$。我们研究了一个扩展,其中,对于每一个$i in [T]$,多项式集合${Q_{i1}, Q_{i2}, ldots ,Q_{it}}$的代数秩最多是某个参数$k$。对于$k = n$,这些电路是齐次深度-4电路类的泛化,特别是$t leq n$(因此$k leq n$)。我们研究了这类电路的下界和多项式恒等检验,并证明了以下结果。对于显式的$N$变量度$n$多项式族,我们给出了这种电路的$exp{(Omega(sqrt{n}log N))}$下界,当$k leq n$。我们还展示了当每个$Q_{ij}$和$k$的度数最多为$operatorname{poly}(log n)$时的拟多项式命中集。证明的一个关键技术成分,可能是独立的兴趣,是一个结果,它表明在任何特征为零的域上,直到平移,多项式集合中的每个多项式都可以写成多项式在集合的超越基中的函数。我们将其与基于移位偏导数的方法结合起来得到最终结果。
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引用次数: 27
Decoding Reed-Muller Codes over Product Sets 产品集上Reed-Muller码的解码
IF 1 4区 计算机科学 Q2 Computer Science Pub Date : 2015-11-23 DOI: 10.4086/toc.2017.v013a021
John Y. Kim, Swastik Kopparty
We give a polynomial time algorithm to decode multivariate polynomial codes of degree $d$ up to half their minimum distance, when the evaluation points are an arbitrary product set $S^m$, for every $d 0$. Our result gives an $m$-dimensional generalization of the well known decoding algorithms for Reed-Solomon codes, and can be viewed as giving an algorithmic version of the Schwartz-Zippel lemma.
当评价点为任意积集$S^m$时,对于每$d 0$,我们给出了一个多项式时间算法来解码阶$d$的多元多项式码,其最小距离可达其最小距离的一半。我们的结果给出了众所周知的里德-所罗门码解码算法的$m$维概括,并且可以看作是给出了Schwartz-Zippel引理的算法版本。
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引用次数: 11
On the (Non) NP-Hardness of Computing Circuit Complexity 计算电路复杂度的(非)np -硬度
IF 1 4区 计算机科学 Q2 Computer Science Pub Date : 2015-06-17 DOI: 10.4086/toc.2017.v013a004
Cody Murray, Richard Ryan Williams
The Minimum Circuit Size Problem (MCSP) is: given the truth table of a Boolean function f and a size parameter k, is the circuit complexity of f at most k? This is the definitive problem of circuit synthesis, and it has been studied since the 1950s. Unlike many problems of its kind, MCSP is not known to be NP-hard, yet an efficient algorithm for this problem also seems very unlikely: for example, MCSP ∈ P would imply there are no pseudorandom functions. Although most NP-complete problems are complete under strong "local" reduction notions such as poly-logarithmic time projections, we show that MCSP is provably not NP-hard under O(n1/2-e)-time projections, for every e > 0. We prove that the NP-hardness of MCSP under (logtime-uniform) AC0 reductions would imply extremely strong lower bounds: NP ⊄ P/poly and E ⊄ i.o.-SIZE(2δn) for some δ > 0 (hence P = BPP also follows). We show that even the NP-hardness of MCSP under general polynomial-time reductions would separate complexity classes: EXP ≠ NP ∩ P/poly, which implies EXP ≠ ZPP. These results help explain why it has been so difficult to prove that MCSP is NP-hard. We also consider the nondeterministic generalization of MCSP: the Nondeterministic Minimum Circuit Size Problem (NMCSP), where one wishes to compute the nondeterministic circuit complexity of a given function. We prove that the Σ2P-hardness of NMCSP, even under arbitrary polynomial-time reductions, would imply EXP ⊄ P/poly.
最小电路尺寸问题(MCSP)是:给定布尔函数f的真值表和大小参数k, f的电路复杂度是否最大为k?这是电路合成的决定性问题,自20世纪50年代以来一直在研究。与许多同类问题不同的是,MCSP并不是np困难的,然而对于这个问题,一个有效的算法似乎也不太可能:例如,MCSP∈P意味着不存在伪随机函数。尽管大多数np -完全问题在强“局部”约简概念(如多对数时间投影)下是完全的,但我们证明了MCSP在O(n1/2-e)时间投影下可证明不是np -困难的。我们证明了MCSP在(logtime-uniform) AC0约简下的NP-硬度将意味着非常强的下界:对于某些δ > 0, NP = P/poly和E = i.o. size (2δn)(因此P = BPP也适用)。我们证明了在一般多项式时间约简下,即使MCSP的NP-硬度也会分离复杂性类:EXP≠NP∩P/poly,这意味着EXP≠ZPP。这些结果有助于解释为什么证明MCSP是np困难的如此困难。我们还考虑了MCSP的不确定性推广:不确定性最小电路尺寸问题(NMCSP),其中人们希望计算给定函数的不确定性电路复杂度。我们证明了NMCSP的Σ2P-hardness,即使在任意多项式时间约简下,也意味着EXP = P/poly。
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引用次数: 71
Upper Bounds on Quantum Query Complexity Inspired by the Elitzur--Vaidman Bomb Tester 受Elitzur- Vaidman炸弹测试仪启发的量子查询复杂度上界
IF 1 4区 计算机科学 Q2 Computer Science Pub Date : 2014-10-03 DOI: 10.4086/toc.2016.v012a018
Cedric Yen-Yu Lin, Han-Hsuan Lin
Inspired by the Elitzur-Vaidman bomb testing problem [arXiv:hep-th/9305002], we introduce a new query complexity model, which we call bomb query complexity $B(f)$. We investigate its relationship with the usual quantum query complexity $Q(f)$, and show that $B(f)=Theta(Q(f)^2)$. This result gives a new method to upper bound the quantum query complexity: we give a method of finding bomb query algorithms from classical algorithms, which then provide nonconstructive upper bounds on $Q(f)=Theta(sqrt{B(f)})$. We subsequently were able to give explicit quantum algorithms matching our upper bound method. We apply this method on the single-source shortest paths problem on unweighted graphs, obtaining an algorithm with $O(n^{1.5})$ quantum query complexity, improving the best known algorithm of $O(n^{1.5}sqrt{log n})$ [arXiv:quant-ph/0606127]. Applying this method to the maximum bipartite matching problem gives an $O(n^{1.75})$ algorithm, improving the best known trivial $O(n^2)$ upper bound.
受elitzer - vaidman炸弹测试问题[arXiv: help -th/9305002]的启发,我们引入了一种新的查询复杂度模型,我们称之为炸弹查询复杂度$B(f)$。我们研究了它与通常的量子查询复杂度$Q(f)$的关系,并表明$B(f)=Theta(Q(f)^2)$。这一结果给出了一种计算量子查询复杂度上界的新方法:我们给出了一种从经典算法中寻找炸弹查询算法的方法,然后给出了$Q(f)=Theta(sqrt{B(f)})$上的非构造上界。我们随后能够给出与上界方法相匹配的显式量子算法。我们将该方法应用于无加权图上的单源最短路径问题,得到了一个具有$O(n^{1.5})$量子查询复杂度的算法,改进了最著名的算法$O(n^{1.5}sqrt{log n})$ [arXiv: quantantph /0606127]。将该方法应用于最大二部匹配问题,给出了一个$O(n^{1.75})$算法,改进了已知的最平凡的$O(n^2)$上界。
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引用次数: 32
期刊
Theory of Computing
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