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相关论文: The periodic structure of local consistency

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We study the use of local consistency methods as reductions between constraint satisfaction problems (CSPs), and promise version thereof, with the aim to classify these reductions in a similar way as the algebraic approach classifies gadget…

计算机科学中的逻辑 · 计算机科学 2024-05-20 Victor Dalmau , Jakub Opršal

We identify a sufficient condition, treewidth-pliability, that gives a polynomial-time algorithm for an arbitrarily good approximation of the optimal value in a large class of Max-2-CSPs parameterised by the class of allowed constraint…

离散数学 · 计算机科学 2024-01-04 Miguel Romero , Marcin Wrochna , Stanislav Živný

The role of polymorphisms in determining the complexity of constraint satisfaction problems is well established. In this context we study the stability of CSP complexity and polymorphism properties under some basic graph theoretic…

组合数学 · 数学 2016-07-22 Marcel Jackson , Tomasz Kowalski , Todd Niven

We study the power of the bounded-width consistency algorithm in the context of the fixed-template Promise Constraint Satisfaction Problem (PCSP). Our main technical finding is that the template of every PCSP that is solvable in bounded…

计算复杂性 · 计算机科学 2021-07-14 Albert Atserias , Víctor Dalmau

The Promise Constraint Satisfaction Problem (PCSP for short) is a generalization of the well-studied Constraint Satisfaction Problem (CSP). The PCSP has its roots in such classic problems as the Approximate Graph Coloring and the…

计算复杂性 · 计算机科学 2025-12-08 Arash Beikmohammadi , Andrei A. Bulatov

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

We study random constraint satisfaction problems (CSPs) in the unsatisfiable regime. We relate the structure of near-optimal solutions for any Max-CSP to that for an associated spin glass on the hypercube, using the Guerra-Toninelli…

离散数学 · 计算机科学 2023-03-30 Chris Jones , Kunal Marwaha , Juspreet Singh Sandhu , Jonathan Shi

Solving the algebraic dichotomy conjecture for constraint satisfaction problems over structures first-order definable in countably infinite finitely bounded homogeneous structures requires understanding the applicability of…

计算机科学中的逻辑 · 计算机科学 2020-01-22 Michał Wrona

We study the use of local heuristics to determine spanning subgraphs for use in the dissemination of information in complex networks. We introduce two different heuristics and analyze their behavior in giving rise to spanning subgraphs that…

网络与互联网体系结构 · 计算机科学 2007-05-23 A. O. Stauffer , V. C. Barbosa

For an increasing monotone graph property $\mP$ the \emph{local resilience} of a graph $G$ with respect to $\mP$ is the minimal $r$ for which there exists of a subgraph $H\subseteq G$ with all degrees at most $r$ such that the removal of…

组合数学 · 数学 2011-02-01 Sonny Ben-Shimon , Michael Krivelevich , Benny Sudakov

For a constraint satisfaction problem (CSP), a robust satisfaction algorithm is one that outputs an assignment satisfying most of the constraints on instances that are near-satisfiable. It is known that the CSPs that admit efficient robust…

数据结构与算法 · 计算机科学 2025-09-09 Joshua Brakensiek , Venkatesan Guruswami , Sai Sandeep

We consider the problem of high-dimensional Gaussian graphical model selection. We identify a set of graphs for which an efficient estimation algorithm exists, and this algorithm is based on thresholding of empirical conditional…

机器学习 · 计算机科学 2012-03-06 Animashree Anandkumar , Vincent Y. F. Tan , Alan. S. Willsky

We generalize ultraproducts and local-global limits of graphs to hypergraphs and other structures. We show that the local statistics of an ultraproduct of a sequence of hypergraphs are the ultralimits of the local statistics of the…

组合数学 · 数学 2024-10-24 Riley Thornton

The Constraint Satisfaction Problem (CSP) has been intensively studied in many areas of computer science and mathematics. The approach to the CSP based on tools from universal algebra turned out to be the most successful one to study the…

逻辑 · 数学 2025-01-16 Andrei A. Bulatov

We investigate the `local consistency implies global consistency' principle of strict width among structures within the scope of the Bodirsky-Pinsker dichotomy conjecture for infinite-domain Constraint Satisfaction Problems (CSPs). Our main…

计算机科学中的逻辑 · 计算机科学 2024-02-16 Tomáš Nagy , Michael Pinsker

We construct and analyze a message-passing algorithm for random constraint satisfaction problems (CSPs) at large clause density, generalizing work of El Alaoui, Montanari, and Sellke for Maximum Cut [arXiv:2111.06813] through a connection…

量子物理 · 物理学 2023-10-04 Antares Chen , Neng Huang , Kunal Marwaha

An important question in the study of constraint satisfaction problems (CSP) is understanding how the graph or hypergraph describing the incidence structure of the constraints influences the complexity of the problem. For binary CSP…

数据结构与算法 · 计算机科学 2015-03-13 Dániel Marx

Persistent homology, a technique from computational topology, has recently shown strong empirical performance in the context of graph classification. Being able to capture long range graph properties via higher-order topological features,…

机器学习 · 计算机科学 2024-12-20 Rubén Ballester , Bastian Rieck

Promise CSPs are a relaxation of constraint satisfaction problems where the goal is to find an assignment satisfying a relaxed version of the constraints. Several well-known problems can be cast as promise CSPs including approximate graph…

计算复杂性 · 计算机科学 2018-07-16 Joshua Brakensiek , Venkatesan Guruswami

We develop the novel machinery of smooth approximations, and apply it to confirm the CSP dichotomy conjecture for first-order reducts of the random tournament, various homogeneous graphs including the random graph, and for expansions of the…

计算机科学中的逻辑 · 计算机科学 2021-06-08 Antoine Mottet , Michael Pinsker
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