{"id":"https://openalex.org/W4413126857","doi":"https://doi.org/10.1109/tnse.2025.3596908","title":"Centrality-Based Node Feature Augmentation for Robust Network Alignment","display_name":"Centrality-Based Node Feature Augmentation for Robust Network Alignment","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413126857","doi":"https://doi.org/10.1109/tnse.2025.3596908"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2025.3596908","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2025.3596908","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Network Science and Engineering","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/A5012734069","display_name":"Jin-Duk Park","orcid":"https://orcid.org/0000-0002-7906-8475"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jin-Duk Park","raw_affiliation_strings":["School of Mathematics and Computing (Computational Science and Engineering), Yonsei University, Seoul, South Korea"],"raw_orcid":"https://orcid.org/0000-0002-7906-8475","affiliations":[{"raw_affiliation_string":"School of Mathematics and Computing (Computational Science and Engineering), Yonsei University, Seoul, South Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067894717","display_name":"Cong Tran","orcid":"https://orcid.org/0000-0001-9467-4978"},"institutions":[{"id":"https://openalex.org/I4210150999","display_name":"Research Institute of Posts and Telecommunications","ror":"https://ror.org/04j808v60","country_code":"SK","type":"nonprofit","lineage":["https://openalex.org/I4210150999"]},{"id":"https://openalex.org/I4400600977","display_name":"Posts and Telecommunications Institute of Technology","ror":"https://ror.org/0363rtq22","country_code":null,"type":"education","lineage":["https://openalex.org/I4400600977"]}],"countries":["SK"],"is_corresponding":false,"raw_author_name":"Cong Tran","raw_affiliation_strings":["Faculty of Artificial Intelligence, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam","Faculty of Information Technology, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam"],"raw_orcid":"https://orcid.org/0000-0001-9467-4978","affiliations":[{"raw_affiliation_string":"Faculty of Artificial Intelligence, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4210150999"]},{"raw_affiliation_string":"Faculty of Information Technology, Posts and Telecommunications Institute of Technology, Hanoi, Vietnam","institution_ids":["https://openalex.org/I4400600977"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086873475","display_name":"Won-Yong Shin","orcid":"https://orcid.org/0000-0002-6533-3469"},"institutions":[{"id":"https://openalex.org/I193775966","display_name":"Yonsei University","ror":"https://ror.org/01wjejq96","country_code":"KR","type":"education","lineage":["https://openalex.org/I193775966"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Won-Yong Shin","raw_affiliation_strings":["School of Mathematics and Computing (Computational Science and Engineering), Yonsei University, Seoul, South Korea","School of Mathematics and Computing (Computational Science and Engineering), Yonsei University, Seoul, Republic of Korea"],"raw_orcid":"https://orcid.org/0000-0002-6533-3469","affiliations":[{"raw_affiliation_string":"School of Mathematics and Computing (Computational Science and Engineering), Yonsei University, Seoul, South Korea","institution_ids":["https://openalex.org/I193775966"]},{"raw_affiliation_string":"School of Mathematics and Computing (Computational Science and Engineering), Yonsei University, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I193775966"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089964993","display_name":"Xin Cao","orcid":"https://orcid.org/0000-0002-3519-7013"},"institutions":[{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xin Cao","raw_affiliation_strings":["School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia"],"raw_orcid":"https://orcid.org/0000-0002-3519-7013","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, The University of New South Wales, Sydney, Australia","institution_ids":["https://openalex.org/I31746571"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15588876,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"1510","last_page":"1526"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.8831999897956848,"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"}},"topics":[{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.8831999897956848,"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"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.8636999726295471,"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/centrality","display_name":"Centrality","score":0.8144817352294922},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6398850679397583},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5872137546539307},{"id":"https://openalex.org/keywords/node","display_name":"Node (physics)","score":0.5626381635665894},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4107826054096222},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3514701724052429},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3379412293434143},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19562256336212158},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10948827862739563}],"concepts":[{"id":"https://openalex.org/C53811970","wikidata":"https://www.wikidata.org/wiki/Q5062194","display_name":"Centrality","level":2,"score":0.8144817352294922},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6398850679397583},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5872137546539307},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.5626381635665894},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4107826054096222},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3514701724052429},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3379412293434143},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19562256336212158},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10948827862739563},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2025.3596908","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2025.3596908","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1597910678","https://openalex.org/W1888005072","https://openalex.org/W1970913835","https://openalex.org/W1971937094","https://openalex.org/W1974682889","https://openalex.org/W2008620264","https://openalex.org/W2026417691","https://openalex.org/W2047532797","https://openalex.org/W2056124433","https://openalex.org/W2056944867","https://openalex.org/W2104690989","https://openalex.org/W2127387319","https://openalex.org/W2127607093","https://openalex.org/W2154851992","https://openalex.org/W2289831356","https://openalex.org/W2344526012","https://openalex.org/W2391555403","https://openalex.org/W2585895356","https://openalex.org/W2793022729","https://openalex.org/W2811420366","https://openalex.org/W2888657195","https://openalex.org/W2896831016","https://openalex.org/W2907492528","https://openalex.org/W2911702602","https://openalex.org/W2954996726","https://openalex.org/W2962756421","https://openalex.org/W2964418074","https://openalex.org/W3015132753","https://openalex.org/W3030424116","https://openalex.org/W3030734823","https://openalex.org/W3072176192","https://openalex.org/W3080644389","https://openalex.org/W3095746859","https://openalex.org/W3101413764","https://openalex.org/W3122910277","https://openalex.org/W3166419968","https://openalex.org/W3171051766","https://openalex.org/W3188591660","https://openalex.org/W3190517706","https://openalex.org/W4224326151","https://openalex.org/W4254707114","https://openalex.org/W4293812086","https://openalex.org/W4297498615","https://openalex.org/W4306317785","https://openalex.org/W4312252283","https://openalex.org/W4377235460","https://openalex.org/W4382119157","https://openalex.org/W4385270344","https://openalex.org/W4385444726","https://openalex.org/W4390970301"],"related_works":["https://openalex.org/W4229078645","https://openalex.org/W1977345676","https://openalex.org/W4282032776","https://openalex.org/W2047552823","https://openalex.org/W4321606905","https://openalex.org/W3130445735","https://openalex.org/W2105110616","https://openalex.org/W4297905891","https://openalex.org/W2169890516","https://openalex.org/W4323542959"],"abstract_inverted_index":{"Network":[0],"alignment":[1],"(NA)":[2],"is":[3,27],"the":[4,71,96,100,113,140,164,181,186,192,199],"task":[5,102],"of":[6,23,77,98,123,183,188],"discovering":[7],"node":[8,38,78,82,94,115,128,142],"correspondences":[9],"across":[10],"multiple":[11],"networks.":[12],"Although":[13],"NA":[14,62,69,101,108,147,168],"methods":[15],"have":[16],"achieved":[17],"remarkable":[18],"success":[19],"in":[20],"a":[21,60,66,75],"myriad":[22],"scenarios,":[24],"their":[25],"effectiveness":[26,182],"not":[28,42],"without":[29],"additional":[30],"information":[31],"such":[32],"as":[33,173,175],"prior":[34],"anchor":[35],"links":[36],"and/or":[37],"features,":[39,143],"which":[40],"may":[41],"always":[43],"be":[44],"available":[45],"due":[46],"to":[47,105,179,194],"privacy":[48],"concerns":[49],"or":[50],"access":[51],"restrictions.":[52],"To":[53,117],"tackle":[54],"this":[55,119],"challenge,":[56],"we":[57,89,158],"propose":[58],"Grad-Align+,":[59,88],"novel":[61],"method":[63,109],"built":[64],"upon":[65],"recent":[67],"state-of-the-art":[68],"method,":[70],"so-called":[72],"Grad-Align,":[73],"thatgraduallydiscovers":[74],"part":[76],"pairs":[79,83],"until":[80],"all":[81],"are":[84],"found.":[85],"In":[86],"designing":[87],"account":[90],"for":[91],"how":[92,104],"toaugment":[93],"featuresin":[95],"sense":[97],"performing":[99],"and":[103,144,197],"design":[106],"our":[107,176],"by":[110],"maximally":[111],"exploiting":[112],"augmented":[114,141],"features.":[116],"achieve":[118],"goal,":[120],"Grad-Align+":[121,161],"consists":[122],"three":[124],"key":[125],"components:":[126],"1)centrality-based":[127],"feature":[129],"augmentation":[130],"(CNFA),":[131],"2)graph":[132],"neural":[133],"network":[134,195],"(GNN)-aided":[135],"embedding":[136],"similarity":[137,149],"calculation":[138,150],"alongside":[139],"3)":[145],"gradual":[146],"with":[148],"usingaligned":[151],"cross-network":[152],"neighbor-pairs":[153],"(ACNs).":[154],"Through":[155],"comprehensive":[156],"experiments,":[157],"demonstrate":[159],"that":[160],"exhibits":[162],"(a)":[163],"superiority":[165],"over":[166],"benchmark":[167],"methods,":[169],"(b)":[170],"empirical":[171],"validations":[172],"well":[174],"theoretical":[177],"findings":[178],"see":[180],"CNFA,":[184],"(c)":[185],"influence":[187],"each":[189],"component,":[190],"(d)":[191],"robustness":[193],"noises,":[196],"(e)":[198],"computational":[200],"efficiency.":[201]},"counts_by_year":[],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}