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We develop a new technique for constructing sparse graphs that allow us to prove near-linear lower bounds on the round complexity of computing distances in the CONGEST model. Specifically, we show an $\widetilde{\Omega}(n)$ lower bound for…

分布式、并行与集群计算 · 计算机科学 2016-05-18 Amir Abboud , Keren Censor-Hillel , Seri Khoury

In a distinguishing problem, the input is a sample drawn from one of two distributions and the algorithm is tasked with identifying the source distribution. The performance of a distinguishing algorithm is measured by its advantage, i.e.,…

计算复杂性 · 计算机科学 2025-07-22 Ansh Nagda , Prasad Raghavendra

In this paper, assuming the low-degree conjecture, we provide evidence of computational hardness for two problems: (1) the (partial) matching recovery problem in the sparse correlated Erd\H{o}s-R\'enyi graphs $\mathcal G(n,q;\rho)$ when the…

机器学习 · 统计学 2025-12-30 Zhangsong Li

We show that a graph with $n$ vertices and vertex cover of size $k$ has at most $4^k + n$ potential maximal cliques. We also show that for each positive integer $k$, there exists a graph with vertex cover of size $k$, $O(k^2)$ vertices, and…

组合数学 · 数学 2020-11-24 Tuukka Korhonen

In this paper, we study the \emph{sparse integer least squares problem} (SILS), an NP-hard variant of least squares with sparse $\{0, \pm 1\}$-vectors. We propose an $\ell_1$-based SDP relaxation, and a randomized algorithm for SILS, which…

最优化与控制 · 数学 2026-05-19 Alberto Del Pia , Dekun Zhou

Detection of planted subgraphs in Erd\"os-R\'enyi random graphs has been extensively studied, leading to a rich body of results characterizing both statistical and computational thresholds. However, most prior work assumes a purely random…

信息论 · 计算机科学 2025-08-05 Dor Elimelech , Wasim Huleihel

In this work, we consider the problem of sampling a $k$-clique in a graph from an almost uniform distribution in sublinear time in the general graph query model. Specifically the algorithm should output each $k$-clique with probability…

数据结构与算法 · 计算机科学 2020-12-09 Talya Eden , Dana Ron , Will Rosenbaum

This paper develops several average-case reduction techniques to show new hardness results for three central high-dimensional statistics problems, implying a statistical-computational gap induced by robustness, a detection-recovery gap and…

计算复杂性 · 计算机科学 2020-05-20 Matthew Brennan , Guy Bresler

Let $GP(q,d)$ be the $d$-Paley graph defined on the finite field $\mathbb{F}_q$. It is notoriously difficult to improve the trivial upper bound $\sqrt{q}$ on the clique number of $GP(q,d)$. In this paper, we investigate the connection…

数论 · 数学 2022-03-25 Chi Hoi Yip

In this work, we present an $\Omega\left(\min\{\log \Delta, \sqrt{\log n}\}\right)$ lower bound for Maximal Matching (MM) in $\Delta$-ary trees against randomized algorithms. By a folklore reduction, the same lower bound applies to Maximal…

分布式、并行与集群计算 · 计算机科学 2025-05-22 Seri Khoury , Aaron Schild

In recent years, copositive programming has received significant attention for its ability to model hard problems in both discrete and continuous optimization. Several relaxations of copositive programs based on semidefinite programming…

最优化与控制 · 数学 2025-01-08 Marilena Palomba , Lucas Slot , Luis Felipe Vargas , Monaldo Mastrolilli

We prove that a random $d$-regular graph, with high probability, is a cut sparsifier of the clique with approximation error at most $\left(2\sqrt{\frac 2 \pi} + o_{n,d}(1)\right)/\sqrt d$, where $2\sqrt{\frac 2 \pi} = 1.595\ldots$ and…

数据结构与算法 · 计算机科学 2021-11-02 Antares Chen , Jonathan Shi , Luca Trevisan

Our main result is a formulation and proof of the reverse hypercontractive inequality in the sum-of-squares (SOS) proof system. As a consequence we show that for any constant $0 < \gamma \leq 1/4$, the SOS/Lasserre SDP hierarchy at degree…

计算复杂性 · 计算机科学 2016-03-03 Manuel Kauers , Ryan O'Donnell , Li-Yang Tan , Yuan Zhou

This thesis addresses the question of the maximal number of $d$-simplices for a simplicial complex which is embeddable into $\mathbb{R}^r$ for some $d \leq r \leq 2d$. A lower bound of $f_d(C_{r + 1}(n)) =…

组合数学 · 数学 2018-12-21 Anna Gundert

Recently, Balliu, Brandt, and Olivetti [FOCS '20] showed the first $\omega(\log^* n)$ lower bound for the maximal independent set (MIS) problem in trees. In this work we prove lower bounds for a much more relaxed family of distributed…

分布式、并行与集群计算 · 计算机科学 2021-06-07 Alkida Balliu , Sebastian Brandt , Fabian Kuhn , Dennis Olivetti

We study a planted clique model introduced by Feige where a complete graph of size $c\cdot n$ is planted uniformly at random in an arbitrary $n$-vertex graph. We give a simple deterministic algorithm that, in almost linear time, recovers a…

计算复杂性 · 计算机科学 2025-05-13 Francesco Agrimonti , Marco Bressan , Tommaso d'Orsi

This paper studies the problem of detecting the presence of a small dense community planted in a large Erd\H{o}s-R\'enyi random graph $\mathcal{G}(N,q)$, where the edge probability within the community exceeds $q$ by a constant factor.…

统计理论 · 数学 2015-03-13 Bruce Hajek , Yihong Wu , Jiaming Xu

This paper studies lower bounds for fundamental optimization problems in the CONGEST model. We show that solving problems exactly in this model can be a hard task, by providing $\tilde{\Omega}(n^2)$ lower bounds for cornerstone problems,…

数据结构与算法 · 计算机科学 2019-05-27 Nir Bachrach , Keren Censor-Hillel , Michal Dory , Yuval Efron , Dean Leitersdorf , Ami Paz

We study the complexity of approximating the vertex expansion of graphs $G = (V,E)$, defined as \[ \Phi^V := \min_{S \subset V} n \cdot \frac{|N(S)|}{|S| |V \backslash S|}. \] We give a simple polynomial-time algorithm for finding a subset…

计算复杂性 · 计算机科学 2013-11-12 Anand Louis , Prasad Raghavendra , Santosh Vempala

The Sparsest Cut is a fundamental optimization problem that has been extensively studied. For planar inputs the problem is in $P$ and can be solved in $\tilde{O}(n^3)$ time if all vertex weights are $1$. Despite a significant amount of…

数据结构与算法 · 计算机科学 2020-07-07 Amir Abboud , Vincent Cohen-Addad , Philip N. Klein