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We study the problem of optimizing a function under a \emph{budgeted number of evaluations}. We only assume that the function is \emph{locally} smooth around one of its global optima. The difficulty of optimization is measured in terms of…

机器学习 · 计算机科学 2019-02-26 Peter L. Bartlett , Victor Gabillon , Michal Valko

Given a non-negative $n \times n$ matrix viewed as a set of distances between $n$ points, we consider the property testing problem of deciding if it is a metric. We also consider the same problem for two special classes of metrics, tree…

离散数学 · 计算机科学 2024-11-15 Yiqiao Bao , Sampath Kannan , Erik Waingarten

In this paper, we consider the problem of noiseless non-adaptive probabilistic group testing, in which the goal is high-probability recovery of the defective set. We show that in the case of $n$ items among which $k$ are defective, the…

信息论 · 计算机科学 2021-07-30 Wei Heng Bay , Eric Price , Jonathan Scarlett

A Boolean function $f:\{0,1\}^n\to \{0,1\}$ is $k$-linear if it returns the sum (over the binary field $F_2$) of $k$ coordinates of the input. In this paper, we study property testing of the classes $k$-Linear, the class of all $k$-linear…

计算复杂性 · 计算机科学 2020-06-09 Nader H. Bshouty

We consider the query complexity of finding a local minimum of a function defined on a graph. This abstract problem is fundamental to many optimization tasks, such as finding a local minimum of the loss function when training deep neural…

数据结构与算法 · 计算机科学 2025-12-15 Simina Brânzei , Jiawei Li

We study the problem of testing $C_k$-freeness ($k$-cycle-freeness) for fixed constant $k > 3$ in graphs with bounded arboricity (but unbounded degrees). In particular, we are interested in one-sided error algorithms, so that they must…

数据结构与算法 · 计算机科学 2024-04-30 Talya Eden , Reut Levi , Dana Ron

We initiate a systematic study of the computational complexity of property testing, focusing on the relationship between query and time complexity. While traditional work in property testing has emphasized query complexity, relatively…

计算复杂性 · 计算机科学 2026-03-12 Renato Ferreira Pinto , Diptaksho Palit , Sofya Raskhodnikova

A sequence $f\colon\{1,\dots,n\}\to\mathbb{R}$ contains a permutation $\pi$ of length $k$ if there exist $i_1<\dots<i_k$ such that, for all $x,y$, $f(i_x)<f(i_y)$ if and only if $\pi(x)<\pi(y)$; otherwise, $f$ is said to be $\pi$-free. In…

数据结构与算法 · 计算机科学 2017-10-31 Omri Ben-Eliezer , Clément L. Canonne

Fox, Gromov, Lafforgue, Naor, and Pach proved a regularity lemma for semi-algebraic $k$-uniform hypergraphs of bounded complexity, showing that for each $\epsilon>0$ the vertex set can be equitably partitioned into a bounded number of parts…

组合数学 · 数学 2016-10-17 Jacob Fox , Janos Pach , Andrew Suk

In the $k$-nearest neighborhood model ($k$-NN), we are given a set of points $P$, and we shall answer queries $q$ by returning the $k$ nearest neighbors of $q$ in $P$ according to some metric. This concept is crucial in many areas of data…

机器学习 · 计算机科学 2018-12-03 Hendrik Fichtenberger , Dennis Rohde

In this work, we develop new insights into the fundamental problem of convexity testing of real-valued functions over the domain $[n]$. Specifically, we present a nonadaptive algorithm that, given inputs $\eps \in (0,1), s \in \mathbb{N}$,…

数据结构与算法 · 计算机科学 2021-10-26 Abhiruk Lahiri , Ilan Newman , Nithin Varma

We prove a quantum query lower bound \Omega(n^{(d+1)/(d+2)}) for the problem of deciding whether an input string of size n contains a k-tuple which belongs to a fixed orthogonal array on k factors of strength d<=k-1 and index 1, provided…

量子物理 · 物理学 2013-04-04 Robert Spalek

We propose a new (theoretical) computational model for the study of massive data processing with limited computational resources. Our model measures the complexity of reading the very large data sets in terms of the data size N and analyzes…

数据结构与算法 · 计算机科学 2020-03-09 Jianer Chen , Ying Guo , Qin Huang

We present a simple sublinear time algorithm for testing the following geometric property. Let $P_1, ..., P_n$ be $n$ convex sets in $\mathbb{R}^d$ ($n \gg d$), such as polytopes, balls, etc. We assume that the complexity of each set…

数据结构与算法 · 计算机科学 2016-12-13 Israela Solomon

Fix a prime $p$ and a positive integer $R$. We study the property testing of functions $\mathbb F_p^n\to[R]$. We say that a property is testable if there exists an oblivious tester for this property with one-sided error and constant query…

组合数学 · 数学 2022-08-24 Jonathan Tidor , Yufei Zhao

Given query access to a set of constraints $S$, we wish to quickly check if some objective function $\varphi$ subject to these constraints is at most a given value $k$. We approach this problem using the framework of property testing where…

数据结构与算法 · 计算机科学 2019-11-20 Rogers Epstein , Sandeep Silwal

We are given n base elements and a finite collection of subsets of them. The size of any subset varies between p to k (p < k). In addition, we assume that the input contains all possible subsets of size p. Our objective is to find a…

数据结构与算法 · 计算机科学 2009-06-09 Asaf Levin , Uri Yovel

We study the problem of recognizing regular languages in a variant of the streaming model of computation, called the sliding window model. In this model, we are given a size of the sliding window $n$ and a stream of symbols. At each time…

数据结构与算法 · 计算机科学 2019-09-25 Moses Ganardi , Danny Hucke , Markus Lohrey , Tatiana Starikovskaya

In the model of \emph{local computation algorithms} (LCAs), we aim to compute the queried part of the output by examining only a small (sublinear) portion of the input. Many recently developed LCAs on graph problems achieve time and space…

数据结构与算法 · 计算机科学 2015-02-16 Reut Levi , Ronitt Rubinfeld , Anak Yodpinyanee

Local certification is a distributed mechanism enabling the nodes of a network to check the correctness of the current configuration, thanks to small pieces of information called certificates. For many classic global properties, like…

分布式、并行与集群计算 · 计算机科学 2023-12-27 Nicolas Bousquet , Laurent Feuilloley , Sébastien Zeitoun