{"id":"https://openalex.org/W4408954863","doi":"https://doi.org/10.23919/icact63878.2025.10936701","title":"AI-Driven Smishing Detection in Android Devices Using TinyBERT and Aquila Optimization","display_name":"AI-Driven Smishing Detection in Android Devices Using TinyBERT and Aquila Optimization","publication_year":2025,"publication_date":"2025-02-16","ids":{"openalex":"https://openalex.org/W4408954863","doi":"https://doi.org/10.23919/icact63878.2025.10936701"},"language":"en","primary_location":{"id":"doi:10.23919/icact63878.2025.10936701","is_oa":false,"landing_page_url":"https://doi.org/10.23919/icact63878.2025.10936701","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 27th International Conference on Advanced Communications Technology (ICACT)","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/A5042846465","display_name":"Akshat Gaurav","orcid":"https://orcid.org/0000-0002-5796-9424"},"institutions":[{"id":"https://openalex.org/I4210147267","display_name":"Ronin Institute","ror":"https://ror.org/04awze035","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210147267"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akshat Gaurav","raw_affiliation_strings":["Ronin Institute,Montclair,NJ,USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ronin Institute,Montclair,NJ,USA","institution_ids":["https://openalex.org/I4210147267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071261948","display_name":"Brij B. Gupta","orcid":"https://orcid.org/0000-0003-4929-4698"},"institutions":[{"id":"https://openalex.org/I143578492","display_name":"Asia University","ror":"https://ror.org/038a1tp19","country_code":"TW","type":"education","lineage":["https://openalex.org/I143578492"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Brij B. Gupta","raw_affiliation_strings":["Asia University,Department of Computer Science and Information Engineering,Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Asia University,Department of Computer Science and Information Engineering,Taiwan","institution_ids":["https://openalex.org/I143578492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086102702","display_name":"Kwok Tai Chui","orcid":"https://orcid.org/0000-0001-7992-9901"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Kwok Tai Chui","raw_affiliation_strings":["Hong Kong Metropolitan University,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Metropolitan University,China","institution_ids":["https://openalex.org/I168719708"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":"99","last_page":"105"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9952999949455261,"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":0.9952999949455261,"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/T11800","display_name":"User Authentication and Security Systems","score":0.9627000093460083,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9520999789237976,"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":0.6902545690536499},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.6429856419563293},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.35222071409225464},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.25164517760276794}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6902545690536499},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.6429856419563293},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.35222071409225464},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.25164517760276794}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/icact63878.2025.10936701","is_oa":false,"landing_page_url":"https://doi.org/10.23919/icact63878.2025.10936701","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 27th International Conference on Advanced Communications Technology (ICACT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2576815293","https://openalex.org/W3002248194","https://openalex.org/W3120740533","https://openalex.org/W3179897230","https://openalex.org/W3183182957","https://openalex.org/W4200034585","https://openalex.org/W4281701999","https://openalex.org/W4378982329","https://openalex.org/W4383749230","https://openalex.org/W4392452976","https://openalex.org/W4395683427","https://openalex.org/W4401937943","https://openalex.org/W4402172759","https://openalex.org/W4402626809","https://openalex.org/W4404408013","https://openalex.org/W4404858069","https://openalex.org/W4405211035","https://openalex.org/W4405266095","https://openalex.org/W4405266301","https://openalex.org/W4405673504"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"The":[0],"increasing":[1],"prevalence":[2],"of":[3,40,76],"smishing":[4,49,95],"(SMS":[5],"phishing)":[6],"attacks":[7],"on":[8],"mobile":[9],"devices":[10],"poses":[11],"significant":[12],"security":[13],"risks,":[14],"particularly":[15],"for":[16,54,93],"Android":[17,94],"users.":[18],"Traditional":[19],"spam":[20],"detection":[21,50],"techniques":[22],"often":[23],"fail":[24],"to":[25,34,61],"accurately":[26],"distinguish":[27],"between":[28],"legitimate":[29],"and":[30,37,57,84],"malicious":[31],"messages":[32],"due":[33],"the":[35,70],"complexity":[36],"contextual":[38],"nature":[39],"smishing.":[41],"In":[42],"this":[43],"paper,":[44],"we":[45],"propose":[46],"an":[47,74],"AI-driven":[48],"approach":[51,87],"using":[52],"TinyBERT":[53],"feature":[55],"extraction":[56],"Aquila":[58],"Optimization":[59],"(AO)":[60],"optimize":[62],"a":[63,89],"deep":[64],"learning":[65],"model.":[66],"With":[67],"AO-tuned":[68],"hyperparameters,":[69],"proposed":[71],"model":[72],"achieved":[73],"accuracy":[75],"96.81%,":[77],"outperforming":[78],"standard":[79],"models":[80],"like":[81],"GRU,":[82],"LSTM,":[83],"SVM.":[85],"Our":[86],"offers":[88],"robust,":[90],"efficient":[91],"solution":[92],"detection.":[96]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
