{"id":"https://openalex.org/W7124147865","doi":"https://doi.org/10.1109/icpads67057.2025.11323158","title":"DW-FL-CBBA: A Federated Learning Framework with Hybrid Detection Methods for Android Malware Recognition","display_name":"DW-FL-CBBA: A Federated Learning Framework with Hybrid Detection Methods for Android Malware Recognition","publication_year":2025,"publication_date":"2025-12-14","ids":{"openalex":"https://openalex.org/W7124147865","doi":"https://doi.org/10.1109/icpads67057.2025.11323158"},"language":null,"primary_location":{"id":"doi:10.1109/icpads67057.2025.11323158","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads67057.2025.11323158","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101817602","display_name":"Shan Huang","orcid":"https://orcid.org/0000-0003-1657-5266"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shan Huang","raw_affiliation_strings":["Dalian Minzu University,Dalian,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123010592","display_name":"Ruihong Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruihong Liu","raw_affiliation_strings":["Dalian Minzu University,Dalian,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043737642","display_name":"X. L. Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingxing Liu","raw_affiliation_strings":["Dalian Minzu University,Dalian,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100647028","display_name":"Jingjie Li","orcid":"https://orcid.org/0000-0001-5211-8068"},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingjie Li","raw_affiliation_strings":["Dalian Minzu University,Dalian,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120958200","display_name":"Xiaodong Duan","orcid":null},"institutions":[{"id":"https://openalex.org/I61565387","display_name":"Dalian Minzu University","ror":"https://ror.org/02hxfx521","country_code":"CN","type":"education","lineage":["https://openalex.org/I61565387"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaodong Duan","raw_affiliation_strings":["Dalian Minzu University,Dalian,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dalian Minzu University,Dalian,China","institution_ids":["https://openalex.org/I61565387"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I61565387"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.001500000013038516,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12034","display_name":"Digital and Cyber Forensics","score":0.0013000000035390258,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/federated-learning","display_name":"Federated learning","score":0.8187999725341797},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.7470999956130981},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.567300021648407},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4952000081539154},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.48350000381469727},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.4781999886035919},{"id":"https://openalex.org/keywords/evasion","display_name":"Evasion (ethics)","score":0.4302999973297119},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.42579999566078186}],"concepts":[{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.8187999725341797},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8070999979972839},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.7470999956130981},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.567300021648407},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4952000081539154},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.48350000381469727},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.4781999886035919},{"id":"https://openalex.org/C2781251061","wikidata":"https://www.wikidata.org/wiki/Q5416089","display_name":"Evasion (ethics)","level":3,"score":0.4302999973297119},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.42640000581741333},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.42579999566078186},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.424699991941452},{"id":"https://openalex.org/C197298091","wikidata":"https://www.wikidata.org/wiki/Q5318963","display_name":"Dynamic data","level":2,"score":0.40230000019073486},{"id":"https://openalex.org/C97686452","wikidata":"https://www.wikidata.org/wiki/Q7604153","display_name":"Static analysis","level":2,"score":0.3571000099182129},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34769999980926514},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.33559998869895935},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3352000117301941},{"id":"https://openalex.org/C2776973144","wikidata":"https://www.wikidata.org/wiki/Q6880649","display_name":"Misuse detection","level":4,"score":0.33219999074935913},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3292999863624573},{"id":"https://openalex.org/C2779582901","wikidata":"https://www.wikidata.org/wiki/Q21013010","display_name":"Distributed learning","level":2,"score":0.3158999979496002},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30649998784065247},{"id":"https://openalex.org/C186967261","wikidata":"https://www.wikidata.org/wiki/Q5082128","display_name":"Mobile device","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2815999984741211}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpads67057.2025.11323158","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpads67057.2025.11323158","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE 31th International Conference on Parallel and Distributed Systems (ICPADS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.6520815491676331,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G7638275181","display_name":null,"funder_award_id":"044420250025","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2693129777","https://openalex.org/W2966399854","https://openalex.org/W2982739679","https://openalex.org/W3158580149","https://openalex.org/W4221112654","https://openalex.org/W4245027182","https://openalex.org/W4284900268","https://openalex.org/W4285490441","https://openalex.org/W4313419126","https://openalex.org/W4318384306","https://openalex.org/W4379875173","https://openalex.org/W4382775184"],"related_works":[],"abstract_inverted_index":{"Android":[0],"malware":[1],"detection":[2,24,53,91],"faces":[3],"critical":[4],"challenges":[5],"due":[6],"to":[7,39,114],"evolving":[8],"evasion":[9],"techniques":[10],"and":[11,22,56,73,84],"data":[12,18,122],"privacy":[13,127],"constraints":[14],"that":[15],"hinder":[16],"centralized":[17],"sharing.":[19],"Existing":[20],"static":[21,29,70],"dynamic":[23,36,63,74,100],"methods":[25,37],"exhibit":[26],"complementary":[27],"limitations:":[28],"approaches":[30],"lack":[31],"robustness":[32],"against":[33],"obfuscation,":[34],"while":[35,124],"fail":[38],"capture":[40],"comprehensive":[41],"behavioral":[42,75],"patterns.":[43],"To":[44],"address":[45],"these":[46],"issues,":[47],"we":[48],"propose":[49],"a":[50,57,78,130],"hybrid":[51],"dynamic-static":[52],"model":[54,68],"(CBBA)":[55],"federated":[58,97,116],"learning":[59,98],"framework":[60,95,132],"(DW-FL-CBBA)":[61],"with":[62,86,99],"weight":[64],"optimization.":[65],"The":[66,93],"CBBA":[67],"integrates":[69],"features":[71],"(permissions/APIs)":[72],"sequences":[76],"via":[77],"three-channel":[79],"architecture":[80],"combining":[81],"CNN,":[82],"BPNN,":[83],"BiLSTM":[85],"attention":[87],"mechanisms,":[88],"achieving":[89],"98.69%":[90],"accuracy.":[92],"DW-FL-CBBA":[94],"implements":[96],"weighted":[101],"averaging,":[102],"reducing":[103],"performance":[104],"degradation":[105],"from":[106],"low-quality":[107],"local":[108],"models":[109],"by":[110],"1":[111],"%":[112],"compared":[113],"conventional":[115],"baselines.":[117],"Our":[118],"solution":[119],"effectively":[120],"mitigates":[121],"silos":[123],"maintaining":[125],"GDPRcompliant":[126],"preservation,":[128],"offering":[129],"deployable":[131],"for":[133],"collaborative":[134],"threat":[135],"intelligence":[136],"in":[137],"distributed":[138],"environments.":[139]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-01-15T00:00:00"}