{"id":"https://openalex.org/W4391054901","doi":"https://doi.org/10.14778/3632093.3632106","title":"Demystifying Graph Sparsification Algorithms in Graph Properties Preservation","display_name":"Demystifying Graph Sparsification Algorithms in Graph Properties Preservation","publication_year":2023,"publication_date":"2023-11-01","ids":{"openalex":"https://openalex.org/W4391054901","doi":"https://doi.org/10.14778/3632093.3632106"},"language":"en","primary_location":{"id":"doi:10.14778/3632093.3632106","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3632093.3632106","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100650507","display_name":"Yuhan Chen","orcid":"https://orcid.org/0000-0003-3954-1608"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yuhan Chen","raw_affiliation_strings":["University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028799837","display_name":"Haojie Ye","orcid":"https://orcid.org/0000-0001-5360-5159"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haojie Ye","raw_affiliation_strings":["University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087529022","display_name":"Sanketh Vedula","orcid":null},"institutions":[{"id":"https://openalex.org/I174306211","display_name":"Technion \u2013 Israel Institute of Technology","ror":"https://ror.org/03qryx823","country_code":"IL","type":"education","lineage":["https://openalex.org/I174306211"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Sanketh Vedula","raw_affiliation_strings":["Technion"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technion","institution_ids":["https://openalex.org/I174306211"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023373622","display_name":"Alex Bronstein","orcid":null},"institutions":[{"id":"https://openalex.org/I174306211","display_name":"Technion \u2013 Israel Institute of Technology","ror":"https://ror.org/03qryx823","country_code":"IL","type":"education","lineage":["https://openalex.org/I174306211"]}],"countries":["IL"],"is_corresponding":false,"raw_author_name":"Alex Bronstein","raw_affiliation_strings":["Technion"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technion","institution_ids":["https://openalex.org/I174306211"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014250626","display_name":"Ronald Dreslinski","orcid":null},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ronald Dreslinski","raw_affiliation_strings":["University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037541525","display_name":"Trevor Mudge","orcid":"https://orcid.org/0000-0001-7845-2187"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Trevor Mudge","raw_affiliation_strings":["University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063661349","display_name":"Nishil Talati","orcid":"https://orcid.org/0000-0002-2457-4119"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nishil Talati","raw_affiliation_strings":["University of Michigan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Michigan","institution_ids":["https://openalex.org/I27837315"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.538,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.91258488,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"17","issue":"3","first_page":"427","last_page":"440"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11478","display_name":"Caching and Content Delivery","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12808","display_name":"Ferroelectric and Negative Capacitance Devices","score":0.9754999876022339,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5912245512008667},{"id":"https://openalex.org/keywords/butterfly-graph","display_name":"Butterfly graph","score":0.5463145971298218},{"id":"https://openalex.org/keywords/factor-critical-graph","display_name":"Factor-critical graph","score":0.5303992033004761},{"id":"https://openalex.org/keywords/null-graph","display_name":"Null graph","score":0.5166340470314026},{"id":"https://openalex.org/keywords/voltage-graph","display_name":"Voltage graph","score":0.5148465037345886},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.48365461826324463},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.47852858901023865},{"id":"https://openalex.org/keywords/line-graph","display_name":"Line graph","score":0.46187686920166016},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.4078529179096222}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5912245512008667},{"id":"https://openalex.org/C18819970","wikidata":"https://www.wikidata.org/wiki/Q3035340","display_name":"Butterfly graph","level":5,"score":0.5463145971298218},{"id":"https://openalex.org/C36038622","wikidata":"https://www.wikidata.org/wiki/Q5428703","display_name":"Factor-critical graph","level":5,"score":0.5303992033004761},{"id":"https://openalex.org/C17169500","wikidata":"https://www.wikidata.org/wiki/Q3033506","display_name":"Null graph","level":5,"score":0.5166340470314026},{"id":"https://openalex.org/C22149727","wikidata":"https://www.wikidata.org/wiki/Q7940747","display_name":"Voltage graph","level":4,"score":0.5148465037345886},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.48365461826324463},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.47852858901023865},{"id":"https://openalex.org/C203776342","wikidata":"https://www.wikidata.org/wiki/Q1378376","display_name":"Line graph","level":3,"score":0.46187686920166016},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4078529179096222}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3632093.3632106","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3632093.3632106","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":56,"referenced_works":["https://openalex.org/W1484040084","https://openalex.org/W1587744656","https://openalex.org/W1965680834","https://openalex.org/W1970871468","https://openalex.org/W1983193888","https://openalex.org/W1987012313","https://openalex.org/W2017927472","https://openalex.org/W2026417691","https://openalex.org/W2035080386","https://openalex.org/W2055935910","https://openalex.org/W2062075162","https://openalex.org/W2066636486","https://openalex.org/W2070017344","https://openalex.org/W2074443723","https://openalex.org/W2097777089","https://openalex.org/W2099551325","https://openalex.org/W2108614537","https://openalex.org/W2112090702","https://openalex.org/W2116341502","https://openalex.org/W2131681506","https://openalex.org/W2134008243","https://openalex.org/W2144885342","https://openalex.org/W2148865171","https://openalex.org/W2150593711","https://openalex.org/W2158698691","https://openalex.org/W2169528473","https://openalex.org/W2411307054","https://openalex.org/W2552971530","https://openalex.org/W2611303656","https://openalex.org/W2620782114","https://openalex.org/W2900569176","https://openalex.org/W2914552685","https://openalex.org/W2962903741","https://openalex.org/W2963239847","https://openalex.org/W2964015378","https://openalex.org/W2964321699","https://openalex.org/W2979450518","https://openalex.org/W2984323660","https://openalex.org/W2996268457","https://openalex.org/W2999905431","https://openalex.org/W3004194682","https://openalex.org/W3103786587","https://openalex.org/W3160163162","https://openalex.org/W3172787012","https://openalex.org/W4213060883","https://openalex.org/W4243349358","https://openalex.org/W4254466172","https://openalex.org/W4295306962","https://openalex.org/W4297733535","https://openalex.org/W4302486147","https://openalex.org/W4308083830","https://openalex.org/W4317754209","https://openalex.org/W4318812488","https://openalex.org/W4390943532","https://openalex.org/W4394304100","https://openalex.org/W6677978660"],"related_works":["https://openalex.org/W2954009223","https://openalex.org/W2793949464","https://openalex.org/W2014355235","https://openalex.org/W2366079443","https://openalex.org/W2074881734","https://openalex.org/W3139081114","https://openalex.org/W2022884461","https://openalex.org/W2091386242","https://openalex.org/W2401187750","https://openalex.org/W2052731309"],"abstract_inverted_index":{"Graph":[0,44,62,197],"sparsification":[1,26,63,111,128,155,212,228,251],"is":[2,28,102,112,171],"a":[3,7,11,15,82,146,204,242],"technique":[4],"that":[5,169,175,186],"approximates":[6],"given":[8],"graph":[9,13,32,60,74,80,100,110,123,127,158,182,189,217,227,230,253,257],"by":[10,76],"sparse":[12],"with":[14,81],"subset":[16],"of":[17,23,73,109,153,211,249],"vertices":[18],"and/or":[19],"edges.":[20],"The":[21,219],"goal":[22],"an":[24],"effective":[25],"algorithm":[27],"to":[29,35,53,67,148,163,193,229,232,244],"maintain":[30],"specific":[31],"properties":[33,101,190],"relevant":[34],"the":[36,41,54,57,70,78,90,94,107,151,164,177,209,246],"downstream":[37],"task":[38],"while":[39,235],"minimizing":[40,236],"graph's":[42],"size.":[43,61],"algorithms":[45,75,156,213,231],"often":[46],"suffer":[47],"from":[48],"long":[49],"execution":[50],"time":[51,72],"due":[52],"irregularity":[55],"and":[56,99,106,130,142,160,255],"large":[58],"real-world":[59,132],"can":[64],"be":[65],"applied":[66],"greatly":[68],"reduce":[69],"run":[71],"substituting":[77],"full":[79],"much":[83],"smaller":[84],"sparsified":[85],"graph,":[86],"without":[87],"significantly":[88],"degrading":[89],"output":[91],"quality.":[92],"However,":[93],"interaction":[95],"between":[96],"numerous":[97],"sparsifiers":[98,185],"not":[103,113],"widely":[104],"explored,":[105],"potential":[108],"fully":[114],"understood.":[115],"In":[116],"this":[117],"work,":[118],"we":[119,240],"cover":[120],"16":[121],"widely-used":[122],"metrics,":[124,159,254],"12":[125],"representative":[126],"algorithms,":[129,252],"14":[131],"input":[133],"graphs":[134],"spanning":[135],"various":[136],"categories,":[137],"exhibiting":[138],"diverse":[139],"characteristics,":[140],"sizes,":[141],"densities.":[143],"We":[144],"developed":[145],"framework":[147,243],"extensively":[149],"assess":[150],"performance":[152,210],"these":[154],"against":[157],"provide":[161,241],"insights":[162,220],"results.":[165],"Our":[166],"study":[167,207],"shows":[168],"there":[170],"no":[172],"one":[173],"sparsifier":[174],"performs":[176],"best":[178],"in":[179,214,224],"preserving":[180,215],"all":[181],"properties,":[183],"e.g.":[184],"preserve":[187],"distance-related":[188],"(eccentricity)":[191],"struggle":[192],"perform":[194],"well":[195],"on":[196],"Neural":[198],"Networks":[199],"(GNN).":[200],"This":[201],"paper":[202],"presents":[203],"comprehensive":[205],"experimental":[206],"evaluating":[208],"essential":[216],"metrics.":[218],"inform":[221],"future":[222,247],"research":[223],"incorporating":[225],"matching":[226],"maximize":[233],"benefits":[234],"quality":[237],"degradation.":[238],"Furthermore,":[239],"facilitate":[245],"evaluation":[248],"evolving":[250],"ever-growing":[256],"data.":[258]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}