{"id":"https://openalex.org/W4416846757","doi":"https://doi.org/10.32604/cmc.2025.073175","title":"From Identification to Obfuscation: A Survey of Cross-Network Mapping and Anti-Mapping Methods","display_name":"From Identification to Obfuscation: A Survey of Cross-Network Mapping and Anti-Mapping Methods","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W4416846757","doi":"https://doi.org/10.32604/cmc.2025.073175"},"language":"en","primary_location":{"id":"doi:10.32604/cmc.2025.073175","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.073175","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-86-2/TSP_CMC_73175/TSP_CMC_73175.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-86-2/TSP_CMC_73175/TSP_CMC_73175.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066747509","display_name":"Shaojie Min","orcid":"https://orcid.org/0000-0003-3663-1026"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaojie Min","raw_affiliation_strings":["Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yaxiao Luo","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaxiao Luo","raw_affiliation_strings":["Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044195569","display_name":"Kebing Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kebing Liu","raw_affiliation_strings":["Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068627204","display_name":"Qingyuan Gong","orcid":"https://orcid.org/0000-0001-7942-8752"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingyuan Gong","raw_affiliation_strings":["Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China","institution_ids":["https://openalex.org/I24943067"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005568548","display_name":"Chen Yang","orcid":"https://orcid.org/0000-0001-9202-5309"},"institutions":[{"id":"https://openalex.org/I24943067","display_name":"Fudan University","ror":"https://ror.org/013q1eq08","country_code":"CN","type":"education","lineage":["https://openalex.org/I24943067"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Chen","raw_affiliation_strings":["Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai Key Lab of Intelligent Information Processing, College of Computer Science and Artificial Intelligence, Fudan University, Shanghai, 200433, China 2 Research Institute of Intelligent Complex Systems, Fudan University, Shanghai, 200433, China","institution_ids":["https://openalex.org/I24943067"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I24943067"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18848762,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"86","issue":"2","first_page":"1","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.7651000022888184,"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"}},"topics":[{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.7651000022888184,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.06729999929666519,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.017899999395012856,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.7529000043869019},{"id":"https://openalex.org/keywords/categorization","display_name":"Categorization","score":0.5246999859809875},{"id":"https://openalex.org/keywords/framing","display_name":"Framing (construction)","score":0.4878999888896942},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.41780000925064087},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.41350001096725464},{"id":"https://openalex.org/keywords/contest","display_name":"CONTEST","score":0.39559999108314514},{"id":"https://openalex.org/keywords/identity","display_name":"Identity (music)","score":0.374099999666214},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.3682999908924103}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7529000043869019},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.657800018787384},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5680999755859375},{"id":"https://openalex.org/C94124525","wikidata":"https://www.wikidata.org/wiki/Q912550","display_name":"Categorization","level":2,"score":0.5246999859809875},{"id":"https://openalex.org/C169087156","wikidata":"https://www.wikidata.org/wiki/Q2131593","display_name":"Framing (construction)","level":2,"score":0.4878999888896942},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4526999890804291},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.41780000925064087},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.41350001096725464},{"id":"https://openalex.org/C2777582232","wikidata":"https://www.wikidata.org/wiki/Q5013414","display_name":"CONTEST","level":2,"score":0.39559999108314514},{"id":"https://openalex.org/C2778355321","wikidata":"https://www.wikidata.org/wiki/Q17079427","display_name":"Identity (music)","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.3682999908924103},{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.33820000290870667},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.28790000081062317},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28360000252723694},{"id":"https://openalex.org/C98447023","wikidata":"https://www.wikidata.org/wiki/Q1540351","display_name":"Social identity theory","level":3,"score":0.28189998865127563},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.2775000035762787},{"id":"https://openalex.org/C31266012","wikidata":"https://www.wikidata.org/wiki/Q6554340","display_name":"Linkage (software)","level":3,"score":0.27639999985694885},{"id":"https://openalex.org/C154504017","wikidata":"https://www.wikidata.org/wiki/Q853614","display_name":"Identifier","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.2565000057220459},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.2558000087738037},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.2554999887943268}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.32604/cmc.2025.073175","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.073175","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-86-2/TSP_CMC_73175/TSP_CMC_73175.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.32604/cmc.2025.073175","is_oa":true,"landing_page_url":"https://doi.org/10.32604/cmc.2025.073175","pdf_url":"https://cdn.techscience.press/files/cmc/2025/TSP_CMC-86-2/TSP_CMC_73175/TSP_CMC_73175.pdf","source":{"id":"https://openalex.org/S4210191605","display_name":"Computers, materials & continua/Computers, materials & continua (Print)","issn_l":"1546-2218","issn":["1546-2218","1546-2226"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers, Materials &amp; Continua","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8001801919","display_name":"\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\u7528\u6237\u884c\u4e3a\u5efa\u6a21\u4e0e\u9884\u6d4b\u7814\u7a76","funder_award_id":"62072115","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8913330355","display_name":null,"funder_award_id":"62102094","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/F4320321851","display_name":"Fudan University","ror":"https://ror.org/013q1eq08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416846757.pdf","grobid_xml":"https://content.openalex.org/works/W4416846757.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"User":[0],"identity":[1,104,177,192],"linkage":[2],"(UIL)":[3],"across":[4],"online":[5],"social":[6,191],"networks":[7],"seeks":[8],"to":[9,13,49,136,162],"match":[10],"accounts":[11],"belonging":[12],"the":[14,32,35,147,155,172,187],"same":[15],"real-world":[16],"individual.":[17],"This":[18,132],"cross-platform":[19],"mapping":[20,74,83,124,193],"enables":[21],"accurate":[22],"user":[23],"modeling":[24],"but":[25],"also":[26],"raises":[27],"serious":[28],"privacy":[29],"risks.":[30],"Over":[31],"past":[33],"decade,":[34],"research":[36,185],"community":[37],"has":[38],"developed":[39],"a":[40,69,113,117,126,138,166,181],"wide":[41],"range":[42],"of":[43,72,190],"UIL":[44],"methods,":[45],"from":[46],"structural":[47,101,144],"embeddings":[48],"multimodal":[50,163],"fusion":[51],"architectures.":[52],"However,":[53],"corresponding":[54],"adversarial":[55,99,188],"and":[56,61,75,88,91,103,116,130,160,179,194],"defensive":[57,158],"approaches":[58],"remain":[59],"fragmented":[60],"comparatively":[62],"understudied.":[63],"In":[64],"this":[65],"survey,":[66],"we":[67,111],"provide":[68],"unified":[70],"overview":[71],"both":[73],"anti-mapping":[76],"methods":[77],"for":[78,174,183],"UIL.":[79],"We":[80],"categorize":[81],"representative":[82],"models":[84],"by":[85],"learning":[86],"paradigm":[87],"data":[89],"modality,":[90],"systematically":[92],"compare":[93],"them":[94],"with":[95],"emerging":[96],"countermeasures":[97],"including":[98],"injection,":[100],"perturbation,":[102],"obfuscation.":[105],"To":[106],"bridge":[107],"these":[108],"two":[109],"threads,":[110],"introduce":[112],"modality-oriented":[114],"taxonomy":[115],"formal":[118],"game-theoretic":[119],"framing":[120,133],"that":[121],"casts":[122],"cross-network":[123],"as":[125,146,154,165],"contest":[127],"between":[128],"mappers":[129],"anti-mappers.":[131],"allows":[134],"us":[135],"construct":[137],"cross-modality":[139],"dependency":[140],"matrix,":[141],"which":[142],"reveals":[143],"information":[145],"most":[148,156],"contested":[149],"signal,":[150],"identifies":[151],"node":[152],"injection":[153],"robust":[157],"strategy,":[159],"points":[161],"integration":[164],"promising":[167],"direction.":[168],"Our":[169],"survey":[170],"underscores":[171],"need":[173],"balanced,":[175],"privacy-preserving":[176],"inference":[178],"provides":[180],"foundation":[182],"future":[184],"on":[186],"dynamics":[189],"defense.":[195]},"counts_by_year":[],"updated_date":"2026-06-25T06:16:34.145877","created_date":"2025-12-01T00:00:00"}
