{"title":"Approximately Counting Independent Sets of a Given Size in Bounded-Degree Graphs","authors":"Ewan Davies, Will Perkins","doi":"10.1137/21m1466220","DOIUrl":null,"url":null,"abstract":"We determine the computational complexity of approximately counting and sampling independent sets of a given size in bounded-degree graphs. That is, we identify a critical density and provide (i) for randomized polynomial-time algorithms for approximately sampling and counting independent sets of given size at most in -vertex graphs of maximum degree , and (ii) a proof that unless NP = RP, no such algorithms exist for . The critical density is the occupancy fraction of the hard-core model on the complete graph at the uniqueness threshold on the infinite -regular tree, giving as . Our methods apply more generally to antiferromagnetic 2-spin systems and motivate new questions in extremal combinatorics.","PeriodicalId":49532,"journal":{"name":"SIAM Journal on Computing","volume":"42 1","pages":"0"},"PeriodicalIF":1.2000,"publicationDate":"2023-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"SIAM Journal on Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1137/21m1466220","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"COMPUTER SCIENCE, THEORY & METHODS","Score":null,"Total":0}
引用次数: 0
Abstract
We determine the computational complexity of approximately counting and sampling independent sets of a given size in bounded-degree graphs. That is, we identify a critical density and provide (i) for randomized polynomial-time algorithms for approximately sampling and counting independent sets of given size at most in -vertex graphs of maximum degree , and (ii) a proof that unless NP = RP, no such algorithms exist for . The critical density is the occupancy fraction of the hard-core model on the complete graph at the uniqueness threshold on the infinite -regular tree, giving as . Our methods apply more generally to antiferromagnetic 2-spin systems and motivate new questions in extremal combinatorics.
期刊介绍:
The SIAM Journal on Computing aims to provide coverage of the most significant work going on in the mathematical and formal aspects of computer science and nonnumerical computing. Submissions must be clearly written and make a significant technical contribution. Topics include but are not limited to analysis and design of algorithms, algorithmic game theory, data structures, computational complexity, computational algebra, computational aspects of combinatorics and graph theory, computational biology, computational geometry, computational robotics, the mathematical aspects of programming languages, artificial intelligence, computational learning, databases, information retrieval, cryptography, networks, distributed computing, parallel algorithms, and computer architecture.