{"id":"https://openalex.org/W4413553318","doi":"https://doi.org/10.1109/jiot.2025.3602671","title":"Detecting Poisoning Attacks in Quantized Federated Learning for IoT: A Trustworthy AI Approach","display_name":"Detecting Poisoning Attacks in Quantized Federated Learning for IoT: A Trustworthy AI Approach","publication_year":2025,"publication_date":"2025-08-25","ids":{"openalex":"https://openalex.org/W4413553318","doi":"https://doi.org/10.1109/jiot.2025.3602671"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2025.3602671","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3602671","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5035388255","display_name":"Ghadah Aldehim","orcid":"https://orcid.org/0000-0002-5511-8909"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ghadah Aldehim","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-5511-8909","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084680817","display_name":"Shakila Basheer","orcid":"https://orcid.org/0000-0001-9032-9560"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Shakila Basheer","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-9032-9560","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063580605","display_name":"Ala Saleh Alluhaidan","orcid":"https://orcid.org/0000-0001-6829-9705"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Ala Saleh Alluhaidan","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-6829-9705","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042623204","display_name":"Sapiah Sakri","orcid":"https://orcid.org/0000-0001-5034-2752"},"institutions":[{"id":"https://openalex.org/I106778892","display_name":"Princess Nourah bint Abdulrahman University","ror":"https://ror.org/05b0cyh02","country_code":"SA","type":"education","lineage":["https://openalex.org/I106778892"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Sapiah Sakri","raw_affiliation_strings":["Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-5034-2752","affiliations":[{"raw_affiliation_string":"Department of Information Systems, College of Computer and Information Science, Princess Nourah Bint Abdulrahman University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I106778892"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I106778892"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10984218,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"5","first_page":"7952","last_page":"7959"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9937999844551086,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9937999844551086,"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":0.984499990940094,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.972100019454956,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8194034099578857},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.7867052555084229},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.6518259644508362},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.5597147345542908},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37540140748023987}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8194034099578857},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.7867052555084229},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.6518259644508362},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.5597147345542908},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37540140748023987}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2025.3602671","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2025.3602671","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4245926026","https://openalex.org/W4311097251","https://openalex.org/W2586548817","https://openalex.org/W2076536433","https://openalex.org/W2390279801","https://openalex.org/W2625093826","https://openalex.org/W4391913857"],"abstract_inverted_index":{"Split":[0],"Learning":[1],"(SL)":[2],"enables":[3],"collaborative":[4],"model":[5,44,123],"training":[6],"across":[7],"resource-constrained":[8,152],"Internet":[9],"of":[10],"Things":[11],"(IoT)":[12],"devices":[13],"while":[14],"preserving":[15,165],"data":[16,94],"privacy,":[17,166],"making":[18,148],"it":[19,149],"ideal":[20],"for":[21,53,87,151,174],"applications":[22],"like":[23],"smart":[24],"homes":[25],"and":[26,66,93,121,133,143,167,176],"intrusion":[27],"detection.":[28],"However,":[29],"SL":[30,58],"systems":[31],"are":[32],"vulnerable":[33],"to":[34,42,63,70,80,112],"poisoning":[35,54],"attacks,":[36],"where":[37],"malicious":[38,72],"clients":[39],"manipulate":[40],"activations":[41],"compromise":[43],"integrity.":[45],"This":[46],"paper":[47],"proposes":[48],"a":[49,171],"novel":[50],"detection":[51,104],"framework":[52,136],"attacks":[55],"in":[56,83,117,179],"quantized":[57,84],"systems,":[59],"leveraging":[60],"pruned":[61,131],"weights":[62,132],"enhance":[64],"efficiency":[65],"an":[67],"autoencoder-based":[68],"method":[69,109],"identify":[71],"clients.":[73],"Our":[74],"approach":[75,156],"uses":[76],"intraclass-distance":[77],"inflated":[78],"loss":[79],"detect":[81],"anomalies":[82],"activations,":[85],"tailored":[86],"IoT":[88,153,180],"environments":[89],"with":[90,106,158],"device":[91],"churn":[92],"heterogeneity.":[95],"Experimental":[96],"results":[97],"on":[98],"the":[99,107],"Bot-IoT":[100],"dataset":[101],"demonstrate":[102],"high":[103],"accuracy,":[105],"autoencoder":[108],"achieving":[110],"up":[111],"80%":[113],"true":[114],"positive":[115],"rates":[116],"random":[118],"partitioning":[119],"scenarios":[120],"maintaining":[122],"accuracy":[124],"above":[125],"85%":[126],"under":[127],"attack.":[128],"By":[129],"integrating":[130],"quantization,":[134],"our":[135],"reduces":[137],"computational":[138],"overhead":[139],"by":[140,146,162],"approximately":[141],"40%":[142],"communication":[144],"costs":[145],"80%,":[147],"suitable":[150],"devices.":[154],"The":[155],"aligns":[157],"Trustworthy":[159],"AI":[160,178],"principles":[161],"ensuring":[163],"robustness,":[164],"promoting":[168],"fairness,":[169],"offering":[170],"scalable":[172],"solution":[173],"secure":[175],"ethical":[177],"ecosystems.":[181]},"counts_by_year":[],"updated_date":"2026-02-21T06:11:54.161237","created_date":"2025-10-10T00:00:00"}
