{"id":"https://openalex.org/W4409657106","doi":"https://doi.org/10.1145/3696410.3714712","title":"On the Cross-Graph Transferability of Dynamic Link Prediction","display_name":"On the Cross-Graph Transferability of Dynamic Link Prediction","publication_year":2025,"publication_date":"2025-04-22","ids":{"openalex":"https://openalex.org/W4409657106","doi":"https://doi.org/10.1145/3696410.3714712"},"language":"en","primary_location":{"id":"doi:10.1145/3696410.3714712","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714712","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714712","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714712","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041609304","display_name":"Zhiqiang Pan","orcid":"https://orcid.org/0000-0001-5484-1743"},"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":"Zhiqiang Pan","raw_affiliation_strings":["National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-5484-1743","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078622343","display_name":"Chen Gao","orcid":"https://orcid.org/0000-0002-7561-5646"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chen Gao","raw_affiliation_strings":["Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-7561-5646","affiliations":[{"raw_affiliation_string":"Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081468320","display_name":"Fei Cai","orcid":"https://orcid.org/0009-0005-9221-5731"},"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":"Fei Cai","raw_affiliation_strings":["National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0009-0005-9221-5731","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101610493","display_name":"Wanyu Chen","orcid":"https://orcid.org/0000-0003-4470-9655"},"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":"Wanyu Chen","raw_affiliation_strings":["College of Electronic Countermeasures, National University of Defense Technology, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-4470-9655","affiliations":[{"raw_affiliation_string":"College of Electronic Countermeasures, National University of Defense Technology, Hefei, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100327490","display_name":"Xin Zhang","orcid":"https://orcid.org/0000-0002-6070-1592"},"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":"Xin Zhang","raw_affiliation_strings":["National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-6070-1592","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026327666","display_name":"Honghui Chen","orcid":"https://orcid.org/0009-0003-5234-0592"},"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":"Honghui Chen","raw_affiliation_strings":["National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0009-0003-5234-0592","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Information Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100355277","display_name":"Yong Li","orcid":"https://orcid.org/0000-0001-5617-1659"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Li","raw_affiliation_strings":["Department of Electronic Engineering, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5617-1659","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Beijing National Research Center for Information Science and Technology, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.0245,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94804382,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"4101","last_page":"4110"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10064","display_name":"Complex Network Analysis Techniques","score":0.9973999857902527,"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":0.9973999857902527,"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":0.996399998664856,"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/T11344","display_name":"Traffic Prediction and Management Techniques","score":0.987500011920929,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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/transferability","display_name":"Transferability","score":0.7111102938652039},{"id":"https://openalex.org/keywords/link","display_name":"Link (geometry)","score":0.7091149091720581},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6906236410140991},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5002210140228271},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3259199857711792},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.16923043131828308},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13318893313407898}],"concepts":[{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.7111102938652039},{"id":"https://openalex.org/C2778753846","wikidata":"https://www.wikidata.org/wiki/Q6554239","display_name":"Link (geometry)","level":2,"score":0.7091149091720581},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6906236410140991},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5002210140228271},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3259199857711792},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.16923043131828308},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13318893313407898},{"id":"https://openalex.org/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3696410.3714712","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714712","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714712","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3696410.3714712","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3696410.3714712","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3696410.3714712","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3912115847","display_name":null,"funder_award_id":"ZK22-11","funder_id":"https://openalex.org/F4320324150","funder_display_name":"National University of Defense Technology"},{"id":"https://openalex.org/G6407060546","display_name":null,"funder_award_id":"62302511","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7038131636","display_name":null,"funder_award_id":"62372458","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/F4320324150","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409657106.pdf","grobid_xml":"https://content.openalex.org/works/W4409657106.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W629558026","https://openalex.org/W2747329762","https://openalex.org/W2907492528","https://openalex.org/W2965683718","https://openalex.org/W2986068433","https://openalex.org/W3019863187","https://openalex.org/W3023823587","https://openalex.org/W3026076535","https://openalex.org/W3035666843","https://openalex.org/W4306317227","https://openalex.org/W4372279027","https://openalex.org/W4387849057","https://openalex.org/W4388740299","https://openalex.org/W4389098833","https://openalex.org/W4393277515","https://openalex.org/W4396736150","https://openalex.org/W4396736335","https://openalex.org/W4401857350","https://openalex.org/W6600001191","https://openalex.org/W6600605178"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4399895933","https://openalex.org/W2161221533","https://openalex.org/W4229699405","https://openalex.org/W1666484574","https://openalex.org/W2216382288","https://openalex.org/W2355491300","https://openalex.org/W4234629551"],"abstract_inverted_index":{"Dynamic":[0],"link":[1,81],"prediction":[2],"aims":[3],"to":[4,16,43,132,152,183],"predict":[5],"the":[6,27,37,51,87,115,120,134,149,154,178,196],"future":[7],"links":[8],"on":[9,26,36,60,96,103,114,167,203],"dynamic":[10,80,172],"graphs,":[11],"which":[12,40,66,85,94],"can":[13],"be":[14],"applied":[15],"wide":[17],"scenarios":[18],"such":[19],"as":[20],"recommender":[21],"systems":[22],"and":[23,101,111,185,191],"social":[24],"networks":[25],"World":[28],"Wide":[29],"Web.":[30],"Existing":[31],"methods":[32],"mainly":[33],"(1)":[34],"focus":[35],"in-graph":[38],"learning,":[39],"cannot":[41],"generalize":[42],"graphs":[44,62,173],"unobserved":[45],"during":[46,144,162],"training;":[47],"or":[48],"(2)":[49],"achieve":[50],"cross-graph":[52,79,88,125],"predictions":[53],"in":[54,68,90,124,187],"a":[55,69,78,91],"many-many":[56],"mechanism":[57,93],"by":[58,119,181],"training":[59,131,202],"multiple":[61],"across":[63],"various":[64],"domains,":[65],"results":[67],"large":[70],"computational":[71],"cost.":[72],"In":[73,194],"this":[74],"paper,":[75],"we":[76,108,128,147],"propose":[77],"predictor":[82],"named":[83],"CrossDyG,":[84],"achieves":[86],"transferability":[89],"one-many":[92],"trains":[95],"one":[97,140],"single":[98,141],"source":[99,142,205],"graph":[100,143,161],"test":[102],"different":[104],"target":[105,160],"graphs.":[106,206],"Specifically,":[107],"provide":[109],"causal":[110,150],"empirical":[112],"analysis":[113],"structural":[116,122,156],"bias":[117],"caused":[118],"graph-specific":[121,155],"characteristics":[123,157],"predictions.":[126],"Then,":[127],"conduct":[129],"deconfounded":[130],"learn":[133],"universal":[135],"network":[136],"evolution":[137],"pattern":[138],"from":[139],"training.":[145],"Finally,":[146],"apply":[148],"intervention":[151],"leverage":[153],"of":[158,171,189],"each":[159],"inference.":[163],"Extensive":[164],"experiments":[165],"conducted":[166],"three":[168],"benchmark":[169],"data":[170],"demonstrate":[174],"that":[175],"CrossDyG":[176],"outperforms":[177],"state-of-the-art":[179],"baselines":[180],"up":[182],"11.01%":[184],"17.02%":[186],"terms":[188],"AP":[190],"AUC,":[192],"respectively.":[193],"addition,":[195],"improvements":[197],"are":[198],"especially":[199],"significant":[200],"when":[201],"small":[204]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}