{"id":"https://openalex.org/W4414063289","doi":"https://doi.org/10.3390/computers14090374","title":"Bridging Domains: Advances in Explainable, Automated, and Privacy-Preserving AI for Computer Science and Cybersecurity","display_name":"Bridging Domains: Advances in Explainable, Automated, and Privacy-Preserving AI for Computer Science and Cybersecurity","publication_year":2025,"publication_date":"2025-09-08","ids":{"openalex":"https://openalex.org/W4414063289","doi":"https://doi.org/10.3390/computers14090374"},"language":"en","primary_location":{"id":"doi:10.3390/computers14090374","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers14090374","pdf_url":"https://www.mdpi.com/2073-431X/14/9/374/pdf?version=1757330594","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-431X/14/9/374/pdf?version=1757330594","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038742903","display_name":"Youssef Harrath","orcid":"https://orcid.org/0000-0001-6784-6199"},"institutions":[{"id":"https://openalex.org/I125467818","display_name":"Dakota State University","ror":"https://ror.org/016yv6y68","country_code":"US","type":"education","lineage":["https://openalex.org/I125467818"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Youssef Harrath","raw_affiliation_strings":["Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA"],"affiliations":[{"raw_affiliation_string":"Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA","institution_ids":["https://openalex.org/I125467818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119500689","display_name":"Oswald Adohinzin","orcid":null},"institutions":[{"id":"https://openalex.org/I125467818","display_name":"Dakota State University","ror":"https://ror.org/016yv6y68","country_code":"US","type":"education","lineage":["https://openalex.org/I125467818"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Oswald Adohinzin","raw_affiliation_strings":["Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA"],"affiliations":[{"raw_affiliation_string":"Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA","institution_ids":["https://openalex.org/I125467818"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031601362","display_name":"Jihene Kaabi","orcid":"https://orcid.org/0000-0002-9677-9607"},"institutions":[{"id":"https://openalex.org/I125467818","display_name":"Dakota State University","ror":"https://ror.org/016yv6y68","country_code":"US","type":"education","lineage":["https://openalex.org/I125467818"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jihene Kaabi","raw_affiliation_strings":["Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA"],"affiliations":[{"raw_affiliation_string":"Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA","institution_ids":["https://openalex.org/I125467818"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5119569420","display_name":"Morgan Saathoff","orcid":null},"institutions":[{"id":"https://openalex.org/I125467818","display_name":"Dakota State University","ror":"https://ror.org/016yv6y68","country_code":"US","type":"education","lineage":["https://openalex.org/I125467818"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Morgan Saathoff","raw_affiliation_strings":["Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA"],"affiliations":[{"raw_affiliation_string":"Beacom College of Computer and Cyber Sciences, Dakota State University, Madison, SD 57042, USA","institution_ids":["https://openalex.org/I125467818"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5038742903"],"corresponding_institution_ids":["https://openalex.org/I125467818"],"apc_list":{"value":1600,"currency":"CHF","value_usd":1732},"apc_paid":{"value":1600,"currency":"CHF","value_usd":1732},"fwci":10.2053,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97915116,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":100},"biblio":{"volume":"14","issue":"9","first_page":"374","last_page":"374"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.9997000098228455,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9897000193595886,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9886000156402588,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.6324999928474426},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.4867999851703644},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.4481000006198883},{"id":"https://openalex.org/keywords/transformative-learning","display_name":"Transformative learning","score":0.4090999960899353},{"id":"https://openalex.org/keywords/cyberinfrastructure","display_name":"Cyberinfrastructure","score":0.4034999907016754},{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.3962000012397766},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.3741999864578247},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.3727000057697296}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6700000166893005},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.6324999928474426},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.4867999851703644},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4772999882698059},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.4481000006198883},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4332999885082245},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.4090999960899353},{"id":"https://openalex.org/C2776397876","wikidata":"https://www.wikidata.org/wiki/Q1450531","display_name":"Cyberinfrastructure","level":2,"score":0.4034999907016754},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.3962000012397766},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.3741999864578247},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.3727000057697296},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.3650999963283539},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.33809998631477356},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.313400000333786},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.3125},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.3100999891757965},{"id":"https://openalex.org/C2780616401","wikidata":"https://www.wikidata.org/wiki/Q1133673","display_name":"Cornerstone","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C140547941","wikidata":"https://www.wikidata.org/wiki/Q7797194","display_name":"Threat model","level":2,"score":0.28679999709129333},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2858999967575073},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2842999994754791},{"id":"https://openalex.org/C23130292","wikidata":"https://www.wikidata.org/wiki/Q5275358","display_name":"Differential privacy","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C187191949","wikidata":"https://www.wikidata.org/wiki/Q1138496","display_name":"Profiling (computer programming)","level":2,"score":0.27230000495910645},{"id":"https://openalex.org/C2776831232","wikidata":"https://www.wikidata.org/wiki/Q966812","display_name":"Trusted Computing","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C166052673","wikidata":"https://www.wikidata.org/wiki/Q83021","display_name":"Empirical evidence","level":2,"score":0.26739999651908875},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.26420000195503235},{"id":"https://openalex.org/C78780964","wikidata":"https://www.wikidata.org/wiki/Q7233193","display_name":"Position paper","level":2,"score":0.2619999945163727}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/computers14090374","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers14090374","pdf_url":"https://www.mdpi.com/2073-431X/14/9/374/pdf?version=1757330594","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:aa2c10190fce44d89181546998bbeab0","is_oa":true,"landing_page_url":"https://doaj.org/article/aa2c10190fce44d89181546998bbeab0","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computers, Vol 14, Iss 9, p 374 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/computers14090374","is_oa":true,"landing_page_url":"https://doi.org/10.3390/computers14090374","pdf_url":"https://www.mdpi.com/2073-431X/14/9/374/pdf?version=1757330594","source":{"id":"https://openalex.org/S4210228075","display_name":"Computers","issn_l":"2073-431X","issn":["2073-431X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computers","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414063289.pdf","grobid_xml":"https://content.openalex.org/works/W4414063289.grobid-xml"},"referenced_works_count":216,"referenced_works":["https://openalex.org/W1498436455","https://openalex.org/W1507777432","https://openalex.org/W1663984431","https://openalex.org/W1995341919","https://openalex.org/W2001771035","https://openalex.org/W2041713059","https://openalex.org/W2045255985","https://openalex.org/W2047352628","https://openalex.org/W2087751887","https://openalex.org/W2135560526","https://openalex.org/W2321390938","https://openalex.org/W2473418344","https://openalex.org/W2561473704","https://openalex.org/W2587766426","https://openalex.org/W2611342235","https://openalex.org/W2734711024","https://openalex.org/W2735575534","https://openalex.org/W2792315573","https://openalex.org/W2794268423","https://openalex.org/W2888333498","https://openalex.org/W2891503716","https://openalex.org/W2896900330","https://openalex.org/W2901312569","https://openalex.org/W2903700490","https://openalex.org/W2908954810","https://openalex.org/W2919115771","https://openalex.org/W2921261293","https://openalex.org/W2941584439","https://openalex.org/W2945976633","https://openalex.org/W2952230511","https://openalex.org/W2958089299","https://openalex.org/W2960573169","https://openalex.org/W2962700793","https://openalex.org/W2962990346","https://openalex.org/W2964881778","https://openalex.org/W2990254169","https://openalex.org/W2993843842","https://openalex.org/W3001077607","https://openalex.org/W3004096956","https://openalex.org/W3009152417","https://openalex.org/W3009386672","https://openalex.org/W3010109240","https://openalex.org/W3011613868","https://openalex.org/W3014988774","https://openalex.org/W3025612445","https://openalex.org/W3033835801","https://openalex.org/W3034633218","https://openalex.org/W3037032032","https://openalex.org/W3046653923","https://openalex.org/W3046828867","https://openalex.org/W3047113235","https://openalex.org/W3048310700","https://openalex.org/W3081090156","https://openalex.org/W3081183366","https://openalex.org/W3085704645","https://openalex.org/W3091379954","https://openalex.org/W3097223723","https://openalex.org/W3102834148","https://openalex.org/W3108032709","https://openalex.org/W3109078334","https://openalex.org/W3109340983","https://openalex.org/W3116286104","https://openalex.org/W3116337923","https://openalex.org/W3128566938","https://openalex.org/W3136627239","https://openalex.org/W3149084432","https://openalex.org/W3151521290","https://openalex.org/W3156226702","https://openalex.org/W3161846591","https://openalex.org/W3165857870","https://openalex.org/W3172744943","https://openalex.org/W3173203101","https://openalex.org/W3174288549","https://openalex.org/W3176703985","https://openalex.org/W3181963722","https://openalex.org/W3184813631","https://openalex.org/W3189104422","https://openalex.org/W3192269127","https://openalex.org/W3198196812","https://openalex.org/W3207596659","https://openalex.org/W3209586551","https://openalex.org/W3211469158","https://openalex.org/W3212368439","https://openalex.org/W3214083186","https://openalex.org/W4206713037","https://openalex.org/W4213445714","https://openalex.org/W4214486676","https://openalex.org/W4220747294","https://openalex.org/W4220787965","https://openalex.org/W4220847015","https://openalex.org/W4220966162","https://openalex.org/W4221057950","https://openalex.org/W4221064655","https://openalex.org/W4221106847","https://openalex.org/W4224220194","https://openalex.org/W4226070516","https://openalex.org/W4234154859","https://openalex.org/W4280493558","https://openalex.org/W4281689302","https://openalex.org/W4281746010","https://openalex.org/W4282914005","https://openalex.org/W4285305938","https://openalex.org/W4292779060","https://openalex.org/W4295854586","https://openalex.org/W4296873064","https://openalex.org/W4296884727","https://openalex.org/W4306405948","https://openalex.org/W4312112856","https://openalex.org/W4312910656","https://openalex.org/W4313412704","https://openalex.org/W4313458650","https://openalex.org/W4313547549","https://openalex.org/W4323644188","https://openalex.org/W4324095279","https://openalex.org/W4360585199","https://openalex.org/W4362663195","https://openalex.org/W4362704894","https://openalex.org/W4367299919","https://openalex.org/W4375947047","https://openalex.org/W4376122476","https://openalex.org/W4376643691","https://openalex.org/W4379057025","https://openalex.org/W4379382625","https://openalex.org/W4380551700","https://openalex.org/W4381187840","https://openalex.org/W4383532907","https://openalex.org/W4385192849","https://openalex.org/W4385383529","https://openalex.org/W4385417638","https://openalex.org/W4385452929","https://openalex.org/W4385881140","https://openalex.org/W4385892579","https://openalex.org/W4386085901","https://openalex.org/W4386609836","https://openalex.org/W4387682315","https://openalex.org/W4387885622","https://openalex.org/W4388018155","https://openalex.org/W4388201606","https://openalex.org/W4388234466","https://openalex.org/W4388505058","https://openalex.org/W4388675560","https://openalex.org/W4388765956","https://openalex.org/W4389316132","https://openalex.org/W4390196863","https://openalex.org/W4390394441","https://openalex.org/W4390490761","https://openalex.org/W4390534719","https://openalex.org/W4390676140","https://openalex.org/W4390912484","https://openalex.org/W4391432080","https://openalex.org/W4391520039","https://openalex.org/W4391529303","https://openalex.org/W4391640544","https://openalex.org/W4391682405","https://openalex.org/W4392667594","https://openalex.org/W4393191843","https://openalex.org/W4393405950","https://openalex.org/W4394712538","https://openalex.org/W4395447736","https://openalex.org/W4396514806","https://openalex.org/W4396594862","https://openalex.org/W4396699221","https://openalex.org/W4396802409","https://openalex.org/W4398243613","https://openalex.org/W4398778646","https://openalex.org/W4399343420","https://openalex.org/W4399932147","https://openalex.org/W4400111331","https://openalex.org/W4400230261","https://openalex.org/W4400771340","https://openalex.org/W4400810766","https://openalex.org/W4401033769","https://openalex.org/W4401112773","https://openalex.org/W4401118497","https://openalex.org/W4401314842","https://openalex.org/W4401387895","https://openalex.org/W4401507011","https://openalex.org/W4401596696","https://openalex.org/W4402077468","https://openalex.org/W4402261981","https://openalex.org/W4402516191","https://openalex.org/W4402593922","https://openalex.org/W4402684283","https://openalex.org/W4402835407","https://openalex.org/W4403227028","https://openalex.org/W4403361895","https://openalex.org/W4403678197","https://openalex.org/W4403678364","https://openalex.org/W4403737835","https://openalex.org/W4403864624","https://openalex.org/W4403864996","https://openalex.org/W4403977047","https://openalex.org/W4404105796","https://openalex.org/W4404177783","https://openalex.org/W4404198595","https://openalex.org/W4404316962","https://openalex.org/W4404628276","https://openalex.org/W4404760618","https://openalex.org/W4405098033","https://openalex.org/W4405654385","https://openalex.org/W4405974961","https://openalex.org/W4406435319","https://openalex.org/W4406457625","https://openalex.org/W4406949705","https://openalex.org/W4407430045","https://openalex.org/W4407467876","https://openalex.org/W4408040045","https://openalex.org/W4408147425","https://openalex.org/W4408400270","https://openalex.org/W4408400305","https://openalex.org/W4408453984","https://openalex.org/W4408567889","https://openalex.org/W4408757528","https://openalex.org/W4409261419","https://openalex.org/W4409553659","https://openalex.org/W4412567682"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4408719353","https://openalex.org/W4388870064","https://openalex.org/W2210139803","https://openalex.org/W4235186151","https://openalex.org/W2054685365","https://openalex.org/W2056057048","https://openalex.org/W2667588871"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"is":[3,70,136],"rapidly":[4],"redefining":[5],"both":[6,64],"computer":[7,67],"science":[8],"and":[9,16,56,84,97,115,143,152,170,183,210,222],"cybersecurity":[10],"by":[11,131],"enabling":[12],"more":[13,219],"intelligent,":[14],"scalable,":[15],"privacy-conscious":[17],"systems.":[18,225],"While":[19],"most":[20],"prior":[21],"surveys":[22],"treat":[23],"these":[24],"fields":[25],"in":[26,93,160,179],"isolation,":[27],"this":[28,198],"paper":[29],"provides":[30,214],"a":[31,139,201,215],"unified":[32,202],"review":[33,199],"of":[34,167,186],"256":[35],"peer-reviewed":[36],"publications":[37],"to":[38,78,133],"bridge":[39],"that":[40,124,204],"gap.":[41],"We":[42],"examine":[43],"how":[44],"emerging":[45],"AI":[46,51,69,90,224],"paradigms,":[47],"such":[48,109,163],"as":[49,110,119,121,138,157,164],"explainable":[50],"(XAI),":[52],"AI-augmented":[53],"software":[54,75],"development,":[55],"federated":[57,150],"learning,":[58],"are":[59],"shaping":[60],"technological":[61],"progress":[62],"across":[63],"domains.":[65],"In":[66,88],"science,":[68],"increasingly":[71],"embedded":[72],"throughout":[73],"the":[74,165,184],"development":[76],"lifecycle":[77],"boost":[79],"productivity,":[80],"improve":[81],"testing":[82],"reliability,":[83],"automate":[85],"decision":[86],"making.":[87],"cybersecurity,":[89],"drives":[91],"advances":[92,209],"real-time":[94],"threat":[95],"detection":[96],"adaptive":[98],"defense.":[99],"Our":[100],"synthesis":[101],"highlights":[102],"powerful":[103],"cross-cutting":[104],"findings,":[105],"including":[106,149],"shared":[107],"challenges":[108],"algorithmic":[111],"bias,":[112],"interpretability":[113],"gaps,":[114],"high":[116],"computational":[117],"costs,":[118],"well":[120],"empirical":[122],"evidence":[123],"AI-enabled":[125],"defenses":[126],"can":[127],"reduce":[128],"successful":[129],"breaches":[130],"up":[132],"30%.":[134],"Explainability":[135],"identified":[137],"cornerstone":[140],"for":[141,217],"trust":[142],"bias":[144],"mitigation,":[145],"while":[146],"privacy-preserving":[147],"techniques,":[148],"learning":[151],"local":[153],"differential":[154],"privacy,":[155],"emerge":[156],"essential":[158],"safeguards":[159],"decentralized":[161],"environments":[162],"Internet":[166],"Things":[168],"(IoT)":[169],"healthcare.":[171],"Despite":[172],"transformative":[173],"progress,":[174],"we":[175],"emphasize":[176],"persistent":[177],"limitations":[178,211],"fairness,":[180],"adversarial":[181],"robustness,":[182],"sustainability":[185],"large-scale":[187],"model":[188],"training.":[189],"By":[190],"integrating":[191],"perspectives":[192],"from":[193],"two":[194],"traditionally":[195],"siloed":[196],"disciplines,":[197],"delivers":[200],"framework":[203],"not":[205],"only":[206],"maps":[207],"current":[208],"but":[212],"also":[213],"foundation":[216],"building":[218],"resilient,":[220],"ethical,":[221],"trustworthy":[223]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-25T14:56:36.534964","created_date":"2025-10-10T00:00:00"}