{"id":"https://openalex.org/W4410637821","doi":"https://doi.org/10.1145/3701716.3715862","title":"Graph Condensation: Foundations, Methods and Prospects","display_name":"Graph Condensation: Foundations, Methods and Prospects","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410637821","doi":"https://doi.org/10.1145/3701716.3715862"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3715862","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3715862","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715862","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715862","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088492734","display_name":"Hongzhi Yin","orcid":"https://orcid.org/0000-0003-1395-261X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Hongzhi Yin","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114734454","display_name":"Xinyi Gao","orcid":"https://orcid.org/0009-0004-1146-8925"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xinyi Gao","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084564297","display_name":"Junliang Yu","orcid":"https://orcid.org/0000-0003-3401-9829"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Junliang Yu","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005674414","display_name":"Ruihong Qiu","orcid":"https://orcid.org/0000-0001-8349-6475"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ruihong Qiu","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100461265","display_name":"Tong Chen","orcid":"https://orcid.org/0000-0001-7269-146X"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Tong Chen","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051219382","display_name":"Quoc Viet Hung Nguyen","orcid":"https://orcid.org/0000-0002-9687-1315"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Quoc Viet Hung Nguyen","raw_affiliation_strings":["Griffith University, Gold Coast, Australia"],"affiliations":[{"raw_affiliation_string":"Griffith University, Gold Coast, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078170935","display_name":"Zi Huang","orcid":"https://orcid.org/0000-0002-9738-4949"},"institutions":[{"id":"https://openalex.org/I165143802","display_name":"The University of Queensland","ror":"https://ror.org/00rqy9422","country_code":"AU","type":"education","lineage":["https://openalex.org/I165143802"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Zi Huang","raw_affiliation_strings":["The University of Queensland, Brisbane, Australia"],"affiliations":[{"raw_affiliation_string":"The University of Queensland, Brisbane, Australia","institution_ids":["https://openalex.org/I165143802"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5088492734"],"corresponding_institution_ids":["https://openalex.org/I165143802"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09178127,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"69","last_page":"72"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9973000288009644,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9969000220298767,"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/T12292","display_name":"Graph Theory and Algorithms","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6095931529998779},{"id":"https://openalex.org/keywords/condensation","display_name":"Condensation","score":0.45244190096855164},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.428627610206604},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.42683014273643494},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.33698171377182007},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.1204858124256134}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6095931529998779},{"id":"https://openalex.org/C200093464","wikidata":"https://www.wikidata.org/wiki/Q166583","display_name":"Condensation","level":2,"score":0.45244190096855164},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.428627610206604},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.42683014273643494},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.33698171377182007},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.1204858124256134},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3715862","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3715862","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715862","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3701716.3715862","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3715862","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3715862","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410637821.pdf","grobid_xml":"https://content.openalex.org/works/W4410637821.grobid-xml"},"referenced_works_count":12,"referenced_works":["https://openalex.org/W2792990871","https://openalex.org/W4200625991","https://openalex.org/W4283076909","https://openalex.org/W4319300193","https://openalex.org/W4328008037","https://openalex.org/W4379382506","https://openalex.org/W4385567993","https://openalex.org/W4391549720","https://openalex.org/W6600195515","https://openalex.org/W6600423979","https://openalex.org/W6600424091","https://openalex.org/W6922099650"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Graph":[0],"data":[1,27,47],"is":[2],"extensively":[3],"utilized":[4],"across":[5,170],"various":[6,171],"domains,":[7],"owing":[8],"to":[9,12,69,88,103],"its":[10],"capacity":[11],"represent":[13],"complex":[14],"structural":[15],"relationships":[16],"among":[17],"diverse":[18],"real-world":[19],"entities.":[20],"However,":[21],"the":[22,37,71,189,196],"rapid":[23],"expansion":[24],"of":[25,33,39,51,114,144,148,195],"graph":[26,40,46,54,68,74,154],"introduces":[28],"significant":[29],"challenges":[30],"in":[31,75,180,201,208],"terms":[32],"storage,":[34],"transmission,":[35],"and":[36,97,111,135,152,160,173,184,198,214],"training":[38],"neural":[41],"networks":[42],"(GNNs)":[43],"for":[44,177],"effective":[45],"analysis.":[48],"In":[49,101],"light":[50],"these":[52],"challenges,":[53],"condensation":[55],"(GC)":[56],"has":[57],"emerged":[58],"as":[59],"a":[60,64,109,192],"data-centric":[61],"solution,":[62],"synthesizing":[63],"compact":[65],"yet":[66],"representative":[67],"replace":[70],"original":[72],"large":[73],"GNN":[76],"training.":[77],"These":[78],"GNNs":[79],"trained":[80,90],"on":[81,91],"condensed":[82,153],"graphs":[83],"can":[84],"achieve":[85],"performance":[86],"comparable":[87],"models":[89],"full-scale":[92],"data,":[93],"attracting":[94],"substantial":[95],"attention":[96],"stimulating":[98],"extensive":[99],"research.":[100,116],"response":[102],"this":[104,106,164,181,202],"trend,":[105],"tutorial":[107,165],"provides":[108],"comprehensive":[110],"up-to-date":[112],"overview":[113],"GC":[115,128,168,215],"It":[117],"systematically":[118],"categorizes":[119],"existing":[120],"studies":[121],"into":[122],"five":[123],"categories":[124],"aligned":[125],"with":[126],"critical":[127],"evaluation":[129],"criteria:":[130],"effectiveness,":[131],"generalization,":[132],"efficiency,":[133],"fairness,":[134],"robustness.":[136],"Additionally,":[137],"we":[138,204],"will":[139,166],"provide":[140],"an":[141],"in-depth":[142],"analysis":[143],"two":[145],"fundamental":[146],"components":[147],"GC:":[149],"optimization":[150],"strategies":[151],"generation,":[155],"elucidating":[156],"their":[157],"key":[158],"characteristics":[159],"underlying":[161],"technologies.":[162],"Finally,":[163],"explore":[167],"applications":[169],"fields":[172],"outline":[174],"potential":[175],"directions":[176],"future":[178],"research":[179],"rapidly":[182],"evolving":[183],"impactful":[185],"domain.":[186],"To":[187],"help":[188],"audience":[190],"gain":[191],"systematic":[193],"understanding":[194],"topics":[197],"technologies":[199],"covered":[200],"tutorial,":[203],"present":[205],"further":[206],"details":[207],"our":[209],"recent":[210],"survey":[211],"paper":[212],"https://arxiv.org/abs/2401.11720":[213],"toolkit":[216],"https://arxiv.org/abs/2405.14246":[217]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}