{"id":"https://openalex.org/W4412451663","doi":"https://doi.org/10.1093/comnet/cnaf015","title":"Graph Learning-Based Network Dismantling via hierarchical feature fusion and margin-ranked optimization","display_name":"Graph Learning-Based Network Dismantling via hierarchical feature fusion and margin-ranked optimization","publication_year":2025,"publication_date":"2025-06-26","ids":{"openalex":"https://openalex.org/W4412451663","doi":"https://doi.org/10.1093/comnet/cnaf015"},"language":"en","primary_location":{"id":"doi:10.1093/comnet/cnaf015","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comnet/cnaf015","pdf_url":null,"source":{"id":"https://openalex.org/S2531583244","display_name":"Journal of Complex Networks","issn_l":"2051-1310","issn":["2051-1310","2051-1329"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Complex Networks","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/A5049265990","display_name":"Jihui Han","orcid":"https://orcid.org/0000-0001-9402-9020"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jihui Han","raw_affiliation_strings":["School of Computer Science and Technology, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yupeng Shi","orcid":"https://orcid.org/0009-0004-7982-3049"},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yupeng Shi","raw_affiliation_strings":["School of Computer Science and Technology, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,"],"raw_orcid":"https://orcid.org/0009-0004-7982-3049","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002781280","display_name":"Daoying Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Daoying Huang","raw_affiliation_strings":["School of Computer Science and Technology, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,","institution_ids":["https://openalex.org/I23171815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101830887","display_name":"Ziqi Huang","orcid":"https://orcid.org/0000-0001-8008-5873"},"institutions":[{"id":"https://openalex.org/I4210156162","display_name":"Nanjing Jiangning Hospital","ror":"https://ror.org/04sk80178","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210156162"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ziqi Huang","raw_affiliation_strings":["North Information Control Research Academy Group Co., Ltd., Overall R&D Department , 528 Jiangjun Avenue, Jiangning District , Nanjing, Jiangsu, 211153,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North Information Control Research Academy Group Co., Ltd., Overall R&D Department , 528 Jiangjun Avenue, Jiangning District , Nanjing, Jiangsu, 211153,","institution_ids":["https://openalex.org/I4210156162"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008076218","display_name":"Anlin Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I23171815","display_name":"Zhengzhou University of Light Industry","ror":"https://ror.org/05fwr8z16","country_code":"CN","type":"education","lineage":["https://openalex.org/I23171815"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Anlin Zhang","raw_affiliation_strings":["Engineering Training Center, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Engineering Training Center, Zhengzhou University of Light Industry , 136 Kexue Avenue , Zhengzhou, Henan, 450000,","institution_ids":["https://openalex.org/I23171815"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":4151,"currency":"USD","value_usd":4151},"apc_paid":null,"fwci":0.9617,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.75509262,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"13","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.8375999927520752,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10780","display_name":"Reliability and Maintenance Optimization","score":0.8375999927520752,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14347","display_name":"Big Data and Digital Economy","score":0.737500011920929,"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/T12017","display_name":"Recycling and Waste Management Techniques","score":0.7342000007629395,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.744025707244873},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6174517869949341},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6085051894187927},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5728177428245544},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5281572341918945},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4756976068019867},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.45274126529693604},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4456423819065094},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.21779891848564148}],"concepts":[{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.744025707244873},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6174517869949341},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6085051894187927},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5728177428245544},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5281572341918945},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4756976068019867},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.45274126529693604},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4456423819065094},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.21779891848564148},{"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:10.1093/comnet/cnaf015","is_oa":false,"landing_page_url":"https://doi.org/10.1093/comnet/cnaf015","pdf_url":null,"source":{"id":"https://openalex.org/S2531583244","display_name":"Journal of Complex Networks","issn_l":"2051-1310","issn":["2051-1310","2051-1329"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Complex Networks","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5142778934","display_name":null,"funder_award_id":"232102210064","funder_id":"https://openalex.org/F4320327051","funder_display_name":"Science and Technology Department of Henan Province"},{"id":"https://openalex.org/G853103024","display_name":null,"funder_award_id":"222102210233","funder_id":"https://openalex.org/F4320327051","funder_display_name":"Science and Technology Department of Henan Province"}],"funders":[{"id":"https://openalex.org/F4320327051","display_name":"Science and Technology Department of Henan Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1931400479","https://openalex.org/W2151754026","https://openalex.org/W2164725880","https://openalex.org/W2298724475","https://openalex.org/W2481291372","https://openalex.org/W2572289316","https://openalex.org/W2916457740","https://openalex.org/W2989659188","https://openalex.org/W3026640598","https://openalex.org/W3036993914","https://openalex.org/W3100777813","https://openalex.org/W3135140119","https://openalex.org/W4254456779","https://openalex.org/W4285678823","https://openalex.org/W4311221186","https://openalex.org/W4399072063","https://openalex.org/W4402308334","https://openalex.org/W4404623641"],"related_works":["https://openalex.org/W3125011624","https://openalex.org/W1508631387","https://openalex.org/W2370917603","https://openalex.org/W2952760143","https://openalex.org/W2017776670","https://openalex.org/W2347897961","https://openalex.org/W2340870721","https://openalex.org/W2358318464","https://openalex.org/W2979236518","https://openalex.org/W3091955004"],"abstract_inverted_index":{"Abstract":[0],"Network":[1],"dismantling\u2014the":[2],"strategic":[3],"removal":[4],"of":[5],"nodes":[6],"to":[7,36,47,85,133,142,149],"disrupt":[8],"connectivity":[9],"in":[10,16],"complex":[11,201],"systems\u2014is":[12],"a":[13,114,125,138,191],"foundational":[14],"task":[15],"domains":[17],"such":[18,70,90],"as":[19,71,91,124,190],"infrastructure":[20],"protection,":[21],"epidemic":[22,74],"containment,":[23],"and":[24,45,59,81,98,105,146,159,174,193],"systemic":[25],"risk":[26],"mitigation.":[27],"While":[28],"existing":[29],"approaches":[30,89],"range":[31],"from":[32],"heuristic":[33],"centrality":[34],"metrics":[35],"optimization-based":[37],"algorithms,":[38],"they":[39],"often":[40],"lack":[41],"generalization":[42],"across":[43,199],"topologies":[44],"fail":[46],"learn":[48],"task-specific":[49],"node":[50,121],"influence.":[51],"Recent":[52],"graph":[53,178],"learning-based":[54,88],"methods,":[55],"including":[56],"CLMA,":[57],"NRAND,":[58],"MaxShot-RL,":[60,92],"introduce":[61],"structural":[62,197],"adaptability":[63],"but":[64],"typically":[65],"rely":[66],"on":[67,156],"auxiliary":[68],"modules":[69],"contrastive":[72],"heads,":[73],"simulators,":[75],"or":[76],"reinforcement":[77,87],"policies,":[78],"increasing":[79],"complexity":[80],"limiting":[82],"scalability.":[83],"Compared":[84],"recent":[86],"our":[93],"method":[94],"achieves":[95],"higher":[96],"scalability":[97],"dismantling":[99,117,167],"accuracy":[100],"while":[101,181],"avoiding":[102],"sample":[103],"inefficiency":[104],"unstable":[106],"convergence.":[107],"In":[108],"this":[109],"work,":[110],"we":[111],"present":[112],"GLND,":[113],"lightweight,":[115],"self-contained":[116],"framework":[118],"that":[119,163],"formulates":[120],"importance":[122],"prediction":[123],"supervised":[126],"ranking":[127,140],"problem.":[128],"GLND":[129,164,189],"integrates":[130],"hierarchical":[131],"attention":[132,148],"capture":[134],"multi-scale":[135],"topological":[136],"patterns,":[137],"margin-based":[139],"loss":[141],"enforce":[143],"score":[144],"separation,":[145],"role-aware":[147],"amplify":[150],"structurally":[151],"pivotal":[152],"nodes.":[153],"Extensive":[154],"experiments":[155],"both":[157],"synthetic":[158],"real-world":[160],"networks":[161],"demonstrate":[162],"consistently":[165],"improves":[166],"effectiveness,":[168],"suppresses":[169],"dynamic":[170],"propagation":[171],"more":[172],"efficiently,":[173],"scales":[175],"favorably":[176],"with":[177],"size,":[179],"all":[180],"maintaining":[182],"minimal":[183],"architectural":[184],"overhead.":[185],"These":[186],"results":[187],"position":[188],"practical":[192],"generalizable":[194],"tool":[195],"for":[196],"intervention":[198],"diverse":[200],"networks.":[202]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
