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Determining the number of algorithm runs is a critical aspect of experimental design, as it directly influences the experiment's duration and the reliability of its outcomes. This paper introduces an empirical approach to estimating the…

神经与进化计算 · 计算机科学 2025-07-03 Tome Eftimov , Peter Korošec

A canonical result about satisfiability theory is that the 2-SAT problem can be solved in linear time, despite the NP-hardness of the 3-SAT problem. In the quantum 2-SAT problem, we are given a family of 2-qubit projectors $\Pi_{ij}$ on a…

量子物理 · 物理学 2016-04-27 Itai Arad , Miklos Santha , Aarthi Sundaram , Shengyu Zhang

Survey propagation is a powerful technique from statistical physics that has been applied to solve the 3-SAT problem both in principle and in practice. We give, using only probability arguments, a common derivation of survey propagation,…

统计力学 · 物理学 2007-05-23 Erik Aurell , Uri Gordon , Scott Kirkpatrick

Algorithm selection (AS) deals with the automatic selection of an algorithm from a fixed set of candidate algorithms most suitable for a specific instance of an algorithmic problem class, where "suitability" often refers to an algorithm's…

机器学习 · 计算机科学 2020-07-13 Alexander Tornede , Marcel Wever , Stefan Werner , Felix Mohr , Eyke Hüllermeier

Robustness analyzes the impact of small perturbations in the semantics of a model. This allows to model hardware imprecision and therefore it has been applied to determine implementability of timed automata. In a recent paper, we extend…

软件工程 · 计算机科学 2012-07-19 Louis-Marie Traonouez

One approach to improving the running time of kernel-based machine learning methods is to build a small sketch of the input and use it in lieu of the full kernel matrix in the machine learning task of interest. Here, we describe a version…

机器学习 · 统计学 2015-11-10 Ahmed El Alaoui , Michael W. Mahoney

Constrained-random simulation is the predominant approach used in the industry for functional verification of complex digital designs. The effectiveness of this approach depends on two key factors: the quality of constraints used to…

计算机科学中的逻辑 · 计算机科学 2014-03-26 Supratik Chakraborty , Kuldeep S. Meel , Moshe Y. Vardi

The Exact Satisfiability problem, XSAT, is defined as the problem of finding a satisfying assignment to a formula in CNF such that there is exactly one literal in each clause assigned to be 1 and the other literals in the same clause are…

数据结构与算法 · 计算机科学 2020-07-16 Gordon Hoi , Sanjay Jain , Frank Stephan

We show how one can use certain deterministic algorithms for higher-value constraint satisfaction problems (CSPs) to speed up deterministic local search for 3-SAT. This way, we improve the deterministic worst-case running time for 3-SAT to…

数据结构与算法 · 计算机科学 2010-07-27 Konstantin Kutzkov , Dominik Scheder

In this paper, we study the following robust optimization problem. Given an independence system and candidate objective functions, we choose an independent set, and then an adversary chooses one objective function, knowing our choice. Our…

数据结构与算法 · 计算机科学 2018-05-22 Yasushi Kawase , Hanna Sumita

Runtime analysis aims at contributing to our understanding of evolutionary algorithms through mathematical analyses of their runtimes. In the context of discrete optimization problems, runtime analysis classically studies the time needed to…

神经与进化计算 · 计算机科学 2022-06-17 Maxim Buzdalov , Benjamin Doerr , Carola Doerr , Dmitry Vinokurov

The Exact Satisfiability problem, XSAT, is defined as the problem of finding a satisfying assignment to a formula $\varphi$ in CNF such that exactly one literal in each clause is assigned to be "1" and the other literals in the same clause…

数据结构与算法 · 计算机科学 2020-12-15 Gordon Hoi

A key part of any evolutionary algorithm is fitness evaluation. When fitness evaluations are corrupted by noise, as happens in many real-world problems as a consequence of various types of uncertainty, a strategy is needed in order to cope…

神经与进化计算 · 计算机科学 2017-07-13 Simon M. Lucas , Jialin Liu , Diego Pérez-Liébana

We present a comparative study of several algorithms for an in-plane random walk with a variable step. The goal is to check the efficiency of the algorithm in the case where the random walk terminates at some boundary. We recently found…

统计力学 · 物理学 2019-04-17 Olga Klimenkova , Anton Yu. Menshutin , Lev N. Shchur

We consider a problem wherein jobs arrive at random times and assume random values. Upon each job arrival, the decision-maker must decide immediately whether or not to accept the job and gain the value on offer as a reward, with the…

人工智能 · 计算机科学 2022-02-03 Danial Dervovic , Parisa Hassanzadeh , Samuel Assefa , Prashant Reddy

In parallelized Monte-Carlo simulations, the order of summation is not always the same. When the mean is calculated in running fashion, this may create an artificial randomness in results which ought to be reproducible. This note takes a…

计算金融 · 定量金融 2022-09-13 Jherek Healy

We study the performance of stochastic local search algorithms for random instances of the $K$-satisfiability ($K$-SAT) problem. We introduce a new stochastic local search algorithm, ChainSAT, which moves in the energy landscape of a…

数据结构与算法 · 计算机科学 2009-11-13 Mikko Alava , John Ardelius , Erik Aurell , Petteri Kaski , Supriya Krishnamurthy , Pekka Orponen , Sakari Seitz

A simple random walk on a graph is a sequence of movements from one vertex to another where at each step an edge is chosen uniformly at random from the set of edges incident on the current vertex, and then transitioned to next vertex.…

概率论 · 数学 2012-02-28 Mohammed Abdullah

An algorithm observes the trajectories of random walks over an unknown graph $G$, starting from the same vertex $x$, as well as the degrees along the trajectories. For all finite connected graphs, one can estimate the number of edges $m$ up…

统计理论 · 数学 2018-08-20 Anna Ben-Hamou , Roberto I. Oliveira , Yuval Peres

We present a new structural (or syntatic) approach for estimating the satisfiability threshold of random 3-SAT formulae. We show its efficiency in obtaining a jump from the previous upper bounds, lowering them to 4.506. The method combines…

离散数学 · 计算机科学 2007-05-23 Olivier Dubois , Yacine Boufkhad , Jacques Mandler