{"id":"https://openalex.org/W4416799204","doi":"https://doi.org/10.1109/snpd65828.2025.11254733","title":"Two Decades of Applied AI: A Research Journey Through Security, Networks, and Language","display_name":"Two Decades of Applied AI: A Research Journey Through Security, Networks, and Language","publication_year":2025,"publication_date":"2025-06-25","ids":{"openalex":"https://openalex.org/W4416799204","doi":"https://doi.org/10.1109/snpd65828.2025.11254733"},"language":null,"primary_location":{"id":"doi:10.1109/snpd65828.2025.11254733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snpd65828.2025.11254733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/ACIS 29th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)","raw_type":"proceedings-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/A5016781361","display_name":"Miguel Vargas Mart\u00edn","orcid":"https://orcid.org/0000-0001-8169-6836"},"institutions":[{"id":"https://openalex.org/I39470171","display_name":"University of Ontario Institute of Technology","ror":"https://ror.org/016zre027","country_code":"CA","type":"education","lineage":["https://openalex.org/I39470171"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Miguel Vargas Martin","raw_affiliation_strings":["Ontario Tech University,Computer Science"],"affiliations":[{"raw_affiliation_string":"Ontario Tech University,Computer Science","institution_ids":["https://openalex.org/I39470171"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5016781361"],"corresponding_institution_ids":["https://openalex.org/I39470171"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.4388102,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.49810001254081726,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.49810001254081726,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10667","display_name":"Emotion and Mood Recognition","score":0.11860000342130661,"subfield":{"id":"https://openalex.org/subfields/3205","display_name":"Experimental and Cognitive Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12262","display_name":"Hate Speech and Cyberbullying Detection","score":0.02319999970495701,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.3935000002384186},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.31470000743865967},{"id":"https://openalex.org/keywords/robot","display_name":"Robot","score":0.3093000054359436},{"id":"https://openalex.org/keywords/password","display_name":"Password","score":0.30709999799728394},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.30570000410079956},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.28679999709129333}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6883999705314636},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5526000261306763},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.3935000002384186},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33000001311302185},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.31470000743865967},{"id":"https://openalex.org/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"score":0.3093000054359436},{"id":"https://openalex.org/C109297577","wikidata":"https://www.wikidata.org/wiki/Q161157","display_name":"Password","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3061000108718872},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.30570000410079956},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29989999532699585},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.28679999709129333},{"id":"https://openalex.org/C145460709","wikidata":"https://www.wikidata.org/wiki/Q859951","display_name":"Human\u2013robot interaction","level":3,"score":0.27549999952316284},{"id":"https://openalex.org/C2779338814","wikidata":"https://www.wikidata.org/wiki/Q5179285","display_name":"Covert","level":2,"score":0.2680000066757202},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.2671999931335449},{"id":"https://openalex.org/C205711294","wikidata":"https://www.wikidata.org/wiki/Q176953","display_name":"Rendering (computer graphics)","level":2,"score":0.2653999924659729},{"id":"https://openalex.org/C74672266","wikidata":"https://www.wikidata.org/wiki/Q815859","display_name":"Language acquisition","level":2,"score":0.26190000772476196},{"id":"https://openalex.org/C108037233","wikidata":"https://www.wikidata.org/wiki/Q11375","display_name":"Wireless network","level":3,"score":0.25699999928474426},{"id":"https://openalex.org/C179603123","wikidata":"https://www.wikidata.org/wiki/Q1941921","display_name":"Modeling language","level":3,"score":0.2549000084400177}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/snpd65828.2025.11254733","is_oa":false,"landing_page_url":"https://doi.org/10.1109/snpd65828.2025.11254733","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/ACIS 29th International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)","raw_type":"proceedings-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":[],"abstract_inverted_index":{"This":[0,262],"keynote":[1],"traces":[2],"a":[3,51,239,244,248],"two-decade":[4],"research":[5,143,283],"journey":[6,63],"at":[7],"the":[8,22,40,104,113,142,174,188,200,218,272,285,288],"intersection":[9],"of":[10,24,54,83,87,176,190,220,275,287],"machine":[11,129,235],"learning,":[12],"cybersecurity,":[13],"human":[14],"interaction,":[15],"and":[16,27,57,123,152,161,187,217,255,259,277],"natural":[17],"language":[18,163,222],"processing,":[19],"shaped":[20],"by":[21],"evolution":[23],"AI":[25,47,84,276],"methods":[26],"their":[28],"application":[29,219],"to":[30,96,116,140,204,224,252],"real-world":[31],"challenges.":[32],"While":[33],"rooted":[34],"in":[35,65,77,85,100,121,170,179,228,284],"Dr.":[36],"Vargas":[37],"Martin\u2019s":[38],"research,":[39],"talk":[41,263],"reflects":[42],"more":[43],"broadly":[44],"on":[45],"how":[46],"has":[48,202,237],"matured":[49],"as":[50,243,247],"powerful":[52],"enabler":[53],"scientific":[55],"inquiry":[56],"system":[58],"design":[59],"across":[60],"domains.":[61],"The":[62],"began":[64],"2006":[66],"with":[67,183],"statistical":[68],"learning":[69,130,160,236],"techniques":[70],"for":[71,106,194,280],"detecting":[72,117],"child":[73],"sexual":[74],"abuse":[75],"material":[76],"network":[78],"traffic,":[79],"an":[80],"early":[81],"demonstration":[82],"support":[86],"digital":[88,101],"safety.":[89],"In":[90,165],"2011,":[91],"neural":[92],"networks":[93],"were":[94],"applied":[95],"predict":[97],"learner":[98],"behaviour":[99],"environments,":[102],"paving":[103],"way":[105],"future":[107,281],"user":[108],"modeling":[109,175],"efforts.":[110],"By":[111],"2015,":[112],"focus":[114],"shifted":[115],"covert":[118],"side-channel":[119],"communication":[120],"wireless":[122],"mobile":[124],"ad":[125],"hoc":[126],"networks,":[127],"where":[128],"uncovered":[131],"hidden":[132],"signaling":[133],"patterns":[134],"within":[135,271],"low-level":[136],"protocols.":[137],"From":[138],"2018":[139],"2022,":[141],"moved":[144],"increasingly":[145],"toward":[146],"human-centered":[147],"security,":[148],"investigating":[149],"password":[150],"memorability":[151],"later":[153],"generating":[154],"resilient":[155],"authentication":[156],"data":[157],"using":[158,213],"adversarial":[159],"pre-trained":[162],"models.":[164],"parallel,":[166],"new":[167],"directions":[168],"emerged":[169],"affective":[171],"computing,":[172],"including":[173,208],"artificial":[177],"empathy":[178],"clinical":[180],"companion":[181],"robots":[182,196],"privacy-by-design":[184],"principles":[185],"(2021),":[186],"development":[189],"emotion":[191],"recognition":[192],"systems":[193,230],"social":[195],"(2022).":[197],"Most":[198],"recently,":[199],"work":[201],"returned":[203],"foundational":[205],"NLP":[206],"problems,":[207],"enhanced":[209],"sentence-wise":[210],"text":[211],"segmentation":[212],"transformer":[214],"models":[215,223],"(2024)":[216],"large":[221],"detect":[225],"cryptographic":[226],"misuse":[227],"software":[229],"(2025).":[231],"Throughout":[232],"this":[233],"arc,":[234],"remained":[238],"constant,":[240],"not":[241],"merely":[242],"method,":[245],"but":[246],"lens":[249],"through":[250],"which":[251],"interpret,":[253],"model,":[254],"shape":[256],"intelligent,":[257],"secure,":[258],"human-aware":[260],"systems.":[261],"will":[264],"explore":[265],"that":[266],"continuum,":[267],"situating":[268],"past":[269],"projects":[270],"evolving":[273],"landscape":[274],"drawing":[278],"lessons":[279],"interdisciplinary":[282],"spirit":[286],"SNPD":[289],"community.":[290]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-11-28T00:00:00"}
