{"id":"https://openalex.org/W4413052173","doi":"https://doi.org/10.1109/tpami.2025.3596609","title":"Deep Temporal Graph Clustering: A Comprehensive Benchmark and Datasets","display_name":"Deep Temporal Graph Clustering: A Comprehensive Benchmark and Datasets","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413052173","doi":"https://doi.org/10.1109/tpami.2025.3596609","pmid":"https://pubmed.ncbi.nlm.nih.gov/40773389"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3596609","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3596609","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2601.12903","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100457574","display_name":"Meng Liu","orcid":"https://orcid.org/0000-0003-3900-4204"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Liu","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-3900-4204","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009525613","display_name":"Ke Liang","orcid":"https://orcid.org/0000-0002-4837-455X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ke Liang","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-4837-455X","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100656645","display_name":"Siwei Wang","orcid":"https://orcid.org/0000-0001-9517-262X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Siwei Wang","raw_affiliation_strings":["Intelligent Game and Decision Lab, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9517-262X","affiliations":[{"raw_affiliation_string":"Intelligent Game and Decision Lab, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063734773","display_name":"Xingchen Hu","orcid":"https://orcid.org/0000-0001-6879-5266"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingchen Hu","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-6879-5266","affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032131582","display_name":"Sihang Zhou","orcid":"https://orcid.org/0000-0003-1491-4594"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sihang Zhou","raw_affiliation_strings":["College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-1491-4594","affiliations":[{"raw_affiliation_string":"College of Intelligence Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101727888","display_name":"Xinwang Liu","orcid":"https://orcid.org/0000-0001-9066-1475"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinwang Liu","raw_affiliation_strings":["College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9066-1475","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":19.9138,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.99577443,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"47","issue":"12","first_page":"11561","last_page":"11578"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11896","display_name":"Opportunistic and Delay-Tolerant Networks","score":0.9973999857902527,"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/T11478","display_name":"Caching and Content Delivery","score":0.9843999743461609,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8622043132781982},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.8010443449020386},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.6029080152511597},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5526436567306519},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5235597491264343},{"id":"https://openalex.org/keywords/clustering-coefficient","display_name":"Clustering coefficient","score":0.44932422041893005},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3163827061653137},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.2793763279914856}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8622043132781982},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.8010443449020386},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.6029080152511597},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5526436567306519},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5235597491264343},{"id":"https://openalex.org/C22047676","wikidata":"https://www.wikidata.org/wiki/Q898680","display_name":"Clustering coefficient","level":3,"score":0.44932422041893005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3163827061653137},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.2793763279914856},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tpami.2025.3596609","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3596609","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:40773389","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40773389","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null},{"id":"pmh:oai:arXiv.org:2601.12903","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2601.12903","pdf_url":"https://arxiv.org/pdf/2601.12903","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2601.12903","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2601.12903","pdf_url":"https://arxiv.org/pdf/2601.12903","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2455478723","display_name":null,"funder_award_id":"62276271","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3930773365","display_name":null,"funder_award_id":"62376279","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5729763073","display_name":null,"funder_award_id":"62325604","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G573374917","display_name":null,"funder_award_id":"62406329","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W138372711","https://openalex.org/W1565924926","https://openalex.org/W1694128711","https://openalex.org/W2007154613","https://openalex.org/W2150587298","https://openalex.org/W2154851992","https://openalex.org/W2415243320","https://openalex.org/W2562676961","https://openalex.org/W2563279629","https://openalex.org/W2585835859","https://openalex.org/W2769157493","https://openalex.org/W2798918712","https://openalex.org/W2808087697","https://openalex.org/W2808409763","https://openalex.org/W2808908091","https://openalex.org/W2887102415","https://openalex.org/W2943198703","https://openalex.org/W2962756421","https://openalex.org/W2964732194","https://openalex.org/W2964811671","https://openalex.org/W2965683718","https://openalex.org/W2971196067","https://openalex.org/W2987402810","https://openalex.org/W2996931760","https://openalex.org/W2998116985","https://openalex.org/W2998313947","https://openalex.org/W2999851651","https://openalex.org/W3002924435","https://openalex.org/W3004946360","https://openalex.org/W3034363127","https://openalex.org/W3035328911","https://openalex.org/W3040213512","https://openalex.org/W3087124270","https://openalex.org/W3110446398","https://openalex.org/W3110869204","https://openalex.org/W3112278336","https://openalex.org/W3154155788","https://openalex.org/W3173235128","https://openalex.org/W3173294575","https://openalex.org/W3193346003","https://openalex.org/W3210131246","https://openalex.org/W3211018952","https://openalex.org/W3212924718","https://openalex.org/W4214876032","https://openalex.org/W4220779330","https://openalex.org/W4224309673","https://openalex.org/W4226219101","https://openalex.org/W4229007245","https://openalex.org/W4246941204","https://openalex.org/W4284968770","https://openalex.org/W4306909306","https://openalex.org/W4309047409","https://openalex.org/W4361799767","https://openalex.org/W4367147048","https://openalex.org/W4377079796","https://openalex.org/W4377292616","https://openalex.org/W4382203265","https://openalex.org/W4382464116","https://openalex.org/W4385245566","https://openalex.org/W4385475774","https://openalex.org/W4385567930","https://openalex.org/W4387848544","https://openalex.org/W4389438301","https://openalex.org/W4390190317","https://openalex.org/W4391402357","https://openalex.org/W4394730824","https://openalex.org/W4394994664","https://openalex.org/W4399830438","https://openalex.org/W4400111732","https://openalex.org/W4406978111","https://openalex.org/W4409014119","https://openalex.org/W4413052173","https://openalex.org/W4415798963"],"related_works":["https://openalex.org/W4387497383","https://openalex.org/W3183948672","https://openalex.org/W3173606202","https://openalex.org/W3110381201","https://openalex.org/W2948807893","https://openalex.org/W2935909890","https://openalex.org/W2778153218","https://openalex.org/W2758277628","https://openalex.org/W1531601525","https://openalex.org/W2378211422"],"abstract_inverted_index":{"Temporal":[0],"Graph":[1],"Clustering":[2],"(TGC)":[3],"is":[4],"a":[5,68,76],"new":[6],"task":[7],"with":[8,19,102],"little":[9],"attention,":[10],"focusing":[11],"on":[12],"node":[13],"clustering":[14,57,86,90],"in":[15,152],"temporal":[16,84,94,104,159],"graphs.":[17,95],"Compared":[18],"existing":[20,89],"static":[21],"graph":[22,85,105,160],"clustering,":[23],"it":[24],"can":[25],"find":[26],"the":[27,38,51,81,126,133,146,156],"balance":[28],"between":[29],"time":[30],"requirement":[31,34],"and":[32,59,87,107,135,149],"space":[33],"(Time-Space":[35],"Balance)":[36],"through":[37],"interaction":[39],"sequence-based":[40],"batch-processing":[41],"pattern.":[42],"However,":[43],"there":[44],"are":[45,155],"two":[46],"major":[47],"challenges":[48],"that":[49,145],"hinder":[50],"development":[52],"of":[53,83,128,137,158],"TGC,":[54],"i.e.,":[55],"inapplicable":[56,60],"techniques":[58,91],"datasets.":[61],"To":[62],"address":[63],"these":[64],"challenges,":[65],"we":[66,74,98,122],"propose":[67],"comprehensive":[69],"benchmark,":[70],"called":[71,115],"BenchTGC.":[72],"Specially,":[73],"design":[75],"BenchTGC":[77,116],"Framework":[78],"to":[79,92,119,142],"illustrate":[80],"paradigm":[82],"improve":[88],"fit":[93],"In":[96],"addition,":[97],"also":[99,131],"discuss":[100],"problems":[101],"public":[103],"datasets":[106,110],"develop":[108],"multiple":[109],"suitable":[111],"for":[112],"TGC":[113,138],"task,":[114],"Datasets.":[117],"According":[118],"extensive":[120],"experiments,":[121],"not":[123],"only":[124],"verify":[125],"advantages":[127],"BenchTGC,":[129],"but":[130],"demonstrate":[132],"necessity":[134],"importance":[136],"task.":[139],"We":[140],"wish":[141],"point":[143],"out":[144],"dynamically":[147],"changing":[148],"complex":[150],"scenarios":[151],"real":[153],"world":[154],"foundation":[157],"clustering.":[161]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":7}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}