{"id":"https://openalex.org/W4408716564","doi":"https://doi.org/10.1109/tpami.2025.3553129","title":"Graph Prompt Clustering","display_name":"Graph Prompt Clustering","publication_year":2025,"publication_date":"2025-03-21","ids":{"openalex":"https://openalex.org/W4408716564","doi":"https://doi.org/10.1109/tpami.2025.3553129","pmid":"https://pubmed.ncbi.nlm.nih.gov/40111778"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2025.3553129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3553129","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":["crossref","pubmed"],"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/A5101982673","display_name":"Man-Sheng Chen","orcid":"https://orcid.org/0000-0001-6578-0616"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Man-Sheng Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6578-0616","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008245623","display_name":"Pei-Yuan Lai","orcid":"https://orcid.org/0000-0003-3284-6847"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pei-Yuan Lai","raw_affiliation_strings":["South China Technology Commercialization Center, Guangzhou, China","School of Information Engineering, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3284-6847","affiliations":[{"raw_affiliation_string":"South China Technology Commercialization Center, Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"School of Information Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046532140","display_name":"De-Zhang Liao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"De-Zhang Liao","raw_affiliation_strings":["South China Technology Commercialization Center, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0006-4086-5123","affiliations":[{"raw_affiliation_string":"South China Technology Commercialization Center, Guangzhou, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076335744","display_name":"Chang\u2010Dong Wang","orcid":"https://orcid.org/0000-0001-5972-559X"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang-Dong Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-5972-559X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034685928","display_name":"Jianhuang Lai","orcid":"https://orcid.org/0000-0003-3883-2024"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jian-Huang Lai","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3883-2024","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.1067,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.9688069,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"47","issue":"7","first_page":"5794","last_page":"5805"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.8812999725341797,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.8812999725341797,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.8709999918937683,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.8579999804496765,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6282452344894409},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6008707880973816},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5477383732795715},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4505317211151123},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4117930829524994},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.23270055651664734}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6282452344894409},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6008707880973816},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5477383732795715},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4505317211151123},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4117930829524994},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.23270055651664734}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2025.3553129","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2025.3553129","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:40111778","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40111778","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}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1280930457","display_name":null,"funder_award_id":"2022B1515120059","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G246699256","display_name":null,"funder_award_id":"2024YFA1011900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3159983421","display_name":null,"funder_award_id":"62276277","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"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1986658459","https://openalex.org/W2008857988","https://openalex.org/W2147286743","https://openalex.org/W2964732194","https://openalex.org/W2972209102","https://openalex.org/W3004946360","https://openalex.org/W3024644820","https://openalex.org/W3035519852","https://openalex.org/W3103988127","https://openalex.org/W3173294575","https://openalex.org/W3174146526","https://openalex.org/W3185341429","https://openalex.org/W3203289427","https://openalex.org/W4205991051","https://openalex.org/W4213437519","https://openalex.org/W4224313990","https://openalex.org/W4226219101","https://openalex.org/W4229009780","https://openalex.org/W4237969529","https://openalex.org/W4250657332","https://openalex.org/W4285247752","https://openalex.org/W4290877635","https://openalex.org/W4367046771","https://openalex.org/W4382239955","https://openalex.org/W4392563721","https://openalex.org/W4403465936","https://openalex.org/W6675989954","https://openalex.org/W6681029592","https://openalex.org/W6716606006","https://openalex.org/W6717434760","https://openalex.org/W6730084236","https://openalex.org/W6741450815","https://openalex.org/W6752110883","https://openalex.org/W6758327135","https://openalex.org/W6766156693","https://openalex.org/W6784694379","https://openalex.org/W6795898371","https://openalex.org/W6809884082","https://openalex.org/W6845431016","https://openalex.org/W6858844456","https://openalex.org/W7065437122"],"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/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"Due":[0],"to":[1,23,50,62,159],"the":[2,12,25,33,40,51,111,116,136,141,145,182,192],"wide":[3],"existence":[4],"of":[5,57,81,144,154,188],"unlabeled":[6],"graph-structured":[7],"data":[8,55,173],"(e.g.,":[9],"molecular":[10],"structures),":[11],"graph-level":[13,59,66,125,161,169],"clustering":[14,133],"has":[15],"recently":[16],"attracted":[17],"increasing":[18],"attention,":[19],"whose":[20],"goal":[21],"is":[22,76,119],"divide":[24],"input":[26],"graphs":[27,41],"into":[28],"several":[29],"disjoint":[30],"groups.":[31],"However,":[32],"existing":[34],"methods":[35],"habitually":[36],"focus":[37],"on":[38],"learning":[39],"embeddings":[42],"with":[43,127,171,191],"different":[44,167],"graph":[45,101,112,117,147],"reguralizations,":[46],"and":[47,108,131,138,151,186],"seldom":[48],"refer":[49],"obvious":[52],"differences":[53],"in":[54,68],"distributions":[56],"distinct":[58],"datasets.":[60],"How":[61],"characteristically":[63],"consider":[64],"multiple":[65],"datasets":[67,170,180],"a":[69,85,122,152],"general":[70],"well-designed":[71],"model":[72,102,113,118,148],"without":[73],"prior":[74],"knowledge":[75],"still":[77],"challenging.":[78],"In":[79,110,135],"view":[80],"this,":[82],"we":[83],"propose":[84],"novel":[86],"Graph":[87],"Prompt":[88],"Clustering":[89],"(GPC)":[90],"method.":[91],"Within":[92],"this":[93],"model,":[94],"there":[95],"are":[96,149,163],"two":[97],"main":[98],"modules,":[99],"i.e.,":[100],"pretraining":[103,114],"as":[104,106],"well":[105],"prompt":[107,137,156],"finetuning.":[109],"module,":[115,140],"pretrained":[120,146],"by":[121],"selected":[123],"source":[124],"dataset":[126],"mutual":[128],"information":[129],"maximization":[130],"self-supervised":[132],"regularization.":[134],"finetuning":[139],"network":[142],"parameters":[143],"frozen,":[150],"groups":[153],"learnable":[155],"vectors":[157],"assigned":[158],"each":[160],"representation":[162],"trained":[164],"for":[165],"adapting":[166],"target":[168],"various":[172],"distributions.":[174],"Experimental":[175],"results":[176],"across":[177],"six":[178],"benchmark":[179],"demonstrate":[181],"impressive":[183],"generalization":[184],"capability":[185],"effectiveness":[187],"GPC":[189],"compared":[190],"state-of-the-art":[193],"methods.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}