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We analyze the asymptotic convergence of all infinite products of matrices taken in a given finite set, by looking only at finite or periodic products. It is known that when the matrices of the set have a common nonincreasing polyhedral…

离散数学 · 计算机科学 2016-10-14 Pierre-Yves Chevalier , Julien M. Hendrickx , Raphaël M. Jungers

Constraint Satisfaction Problems are ubiquitous in fields ranging from the physics of solids to artificial intelligence. In many cases, such systems undergo a transition when the ratio of constraints to variables reaches some value…

统计力学 · 物理学 2025-03-25 Michael Winer , Aidan Herderschee

In 2008, Bodirsky and Grohe showed that for every $\Pi_n^{\mathrm{P}}$-level of the Polynomial Hierarchy (PH) there are $\omega$-categorical Constraint Satisfaction Problems (CSPs) complete for this level. We show that, in fact, there are…

计算机科学中的逻辑 · 计算机科学 2026-04-28 Santiago Guzmán Pro , Jakub Rydval

Several learning applications require solving high-dimensional regression problems where the relevant features belong to a small number of (overlapping) groups. For very large datasets and under standard sparsity constraints, hard…

机器学习 · 统计学 2016-05-30 Prateek Jain , Nikhil Rao , Inderjit Dhillon

There are two well known types of algorithms for solving CSPs: local propagation and generating a basis of the solution space. For several years the focus of the CSP research has been on `hybrid' algorithms that somehow combine the two…

计算机科学中的逻辑 · 计算机科学 2017-05-16 Andrei A. Bulatov

Let \Gamma be a structure with a finite relational signature and a first-order definition in (R;*,+) with parameters from R, that is, a relational structure over the real numbers where all relations are semi-algebraic sets. In this article,…

计算复杂性 · 计算机科学 2015-07-01 Manuel Bodirsky , Peter Jonsson , Timo von Oertzen

We initiate the study of fine-grained completeness theorems for exact and approximate optimization in the polynomial-time regime. Inspired by the first completeness results for decision problems in P (Gao, Impagliazzo, Kolokolova, Williams,…

数据结构与算法 · 计算机科学 2021-07-06 Karl Bringmann , Alejandro Cassis , Nick Fischer , Marvin Künnemann

The constraint satisfaction probem (CSP) is a well-acknowledged framework in which many combinatorial search problems can be naturally formulated. The CSP may be viewed as the problem of deciding the truth of a logical sentence consisting…

计算机科学中的逻辑 · 计算机科学 2007-05-23 Hubie Chen

The algebraic dichotomy conjecture for Constraint Satisfaction Problems (CSPs) of reducts of (infinite) finitely bounded homogeneous structures states that such CSPs are polynomial-time tractable if the model-complete core of the template…

We examine some flexible notions of constraint satisfaction, observing some relationships between model theoretic notions of universal Horn class membership and robust satisfiability. We show the \texttt{NP}-completeness of $2$-robust…

逻辑 · 数学 2026-02-12 Marcel Jackson

We initiate the study of spectral sparsification for instances of Constraint Satisfaction Problems (CSPs). In particular, we introduce a notion of the \emph{spectral energy} of a fractional assignment for a Boolean CSP instance, and define…

数据结构与算法 · 计算机科学 2025-04-24 Sanjeev Khanna , Aaron Putterman , Madhu Sudan

In this paper, we study the possibility of designing non-trivial random CSP models by exploiting the intrinsic connection between structures and typical-case hardness. We show that constraint consistency, a notion that has been developed to…

人工智能 · 计算机科学 2011-10-12 J. Culberson , Y. Gao

For a finite relational structure A, let CSP(A) denote the CSP instances whose constraint relations are taken from A. The resulting family of problems CSP(A) has been considered heavily in a variety of computational contexts. In this…

数据结构与算法 · 计算机科学 2016-08-11 Hubie Chen , Matt Valeriote , Yuichi Yoshida

It is well known that the constraint satisfaction problem over general relational structures can be reduced in polynomial time to digraphs. We present a simple variant of such a reduction and use it to show that the algebraic dichotomy…

计算复杂性 · 计算机科学 2013-08-05 Jakub Bulin , Dejan Delic , Marcel Jackson , Todd Niven

We present a novel, general, and unifying point of view on sparse approaches to polynomial optimization. Solving polynomial optimization problems to global optimality is a ubiquitous challenge in many areas of science and engineering.…

最优化与控制 · 数学 2024-03-07 Gennadiy Averkov , Benjamin Peters , Sebastian Sager

We wish to renew the discussion over recent combinatorial structures that are 3-uniform hypergraph expanders, viewing them in a more general perspective, shedding light on a previously unknown relation to the zig-zag product. We do so by…

组合数学 · 数学 2020-01-27 Eyal Karni , Tali Kaufman

We apply the replica analysis established by Gardner to the multi-constraint continuous knapsack problem,which is one of the linear programming problems and a most fundamental problem in the field of operations research (OR). For a large…

无序系统与神经网络 · 物理学 2016-08-31 Jun-ichi Inoue

In the nineties Immerman and Medina initiated the search for syn- tactic tools to prove NP-completeness. In their work, amongst several results, they conjecture that the NP-completeness of a problem defined by the conjunction of a sentence…

计算机科学中的逻辑 · 计算机科学 2017-08-02 Edwin Pin , Nerio Borges

The Constraint Satisfaction Problem (CSP) is a central and generic computational problem which provides a common framework for many theoretical and practical applications. A central line of research is concerned with the identification of…

数据结构与算法 · 计算机科学 2015-07-21 Robert Ganian , M. S. Ramanujan , Stefan Szeider

Constraint satisfaction problems (CSPs) consist of a set of variables taking values from some finite domain and a set of local constraints on these variables. The objective is to find an assignment to the variables that maximizes the…

计算复杂性 · 计算机科学 2026-05-12 Amey Bhangale , Yezhou Zhang