{"id":"https://openalex.org/W4403213841","doi":"https://doi.org/10.1155/2024/4013195","title":"The Road Ahead: Emerging Trends, Unresolved Issues, and Concluding Remarks in Generative AI\u2014A Comprehensive Review","display_name":"The Road Ahead: Emerging Trends, Unresolved Issues, and Concluding Remarks in Generative AI\u2014A Comprehensive Review","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403213841","doi":"https://doi.org/10.1155/2024/4013195"},"language":"en","primary_location":{"id":"doi:10.1155/2024/4013195","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/4013195","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4013195","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4013195","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066203544","display_name":"S Balasubramaniam","orcid":"https://orcid.org/0000-0003-1371-3088"},"institutions":[{"id":"https://openalex.org/I158338959","display_name":"University of Kerala","ror":"https://ror.org/05tqa9940","country_code":"IN","type":"education","lineage":["https://openalex.org/I158338959"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Balasubramaniam S.","raw_affiliation_strings":["School of Computer Science and Engineering ,  Kerala University of Digital Sciences, Innovation and Technology (Digital University Kerala) ,  Thiruvananthapuram ,  India"],"raw_orcid":"https://orcid.org/0000-0003-1371-3088","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering ,  Kerala University of Digital Sciences, Innovation and Technology (Digital University Kerala) ,  Thiruvananthapuram ,  India","institution_ids":["https://openalex.org/I158338959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077529390","display_name":"Vanajaroselin Chirchi","orcid":"https://orcid.org/0000-0002-2770-0619"},"institutions":[{"id":"https://openalex.org/I8977528","display_name":"Dr. Hari Singh Gour University","ror":"https://ror.org/01xapxe37","country_code":"IN","type":"education","lineage":["https://openalex.org/I8977528"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vanajaroselin Chirchi","raw_affiliation_strings":["Department of ISE ,  Dayananda Sagar Academy of Technology and Management ,  Bangalore ,  India , dayanandasagar.edu"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of ISE ,  Dayananda Sagar Academy of Technology and Management ,  Bangalore ,  India , dayanandasagar.edu","institution_ids":["https://openalex.org/I8977528"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113422800","display_name":"Seifedine Kadry","orcid":null},"institutions":[{"id":"https://openalex.org/I4210134705","display_name":"Norwegian Association for Development Research","ror":"https://ror.org/03hqca282","country_code":"NO","type":"other","lineage":["https://openalex.org/I4210134705"]},{"id":"https://openalex.org/I56306041","display_name":"Lebanese American University","ror":"https://ror.org/00hqkan37","country_code":"LB","type":"education","lineage":["https://openalex.org/I56306041"]}],"countries":["LB","NO"],"is_corresponding":false,"raw_author_name":"Seifedine Kadry","raw_affiliation_strings":["Department of Applied Data Science ,  Noroff University College ,  Kristiansand ,  Norway , noroff.no","Department of Computer Science and Mathematics ,  Lebanese American University ,  Beirut ,  Lebanon , lau.edu.lb"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Applied Data Science ,  Noroff University College ,  Kristiansand ,  Norway , noroff.no","institution_ids":["https://openalex.org/I4210134705"]},{"raw_affiliation_string":"Department of Computer Science and Mathematics ,  Lebanese American University ,  Beirut ,  Lebanon , lau.edu.lb","institution_ids":["https://openalex.org/I56306041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047467039","display_name":"Moorthy Agoramoorthy","orcid":null},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Moorthy Agoramoorthy","raw_affiliation_strings":["Department of Computer Science and Engineering ,  Saveetha School of Engineering ,  Saveetha Institute of Medical and Technical Sciences (SIMATS) ,  Saveetha University ,  Chennai 602105 ,  India , saveetha.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering ,  Saveetha School of Engineering ,  Saveetha Institute of Medical and Technical Sciences (SIMATS) ,  Saveetha University ,  Chennai 602105 ,  India , saveetha.com","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077978955","display_name":"Gururama Senthilvel P","orcid":null},"institutions":[{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Gururama Senthilvel P.","raw_affiliation_strings":["Department of Computer Science and Engineering ,  Saveetha School of Engineering ,  Saveetha Institute of Medical and Technical Sciences (SIMATS) ,  Saveetha University ,  Chennai 602105 ,  India , saveetha.com"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering ,  Saveetha School of Engineering ,  Saveetha Institute of Medical and Technical Sciences (SIMATS) ,  Saveetha University ,  Chennai 602105 ,  India , saveetha.com","institution_ids":["https://openalex.org/I85461943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090613253","display_name":"Satheesh Kumar K","orcid":null},"institutions":[{"id":"https://openalex.org/I158338959","display_name":"University of Kerala","ror":"https://ror.org/05tqa9940","country_code":"IN","type":"education","lineage":["https://openalex.org/I158338959"]},{"id":"https://openalex.org/I4210110242","display_name":"Digital Science (United States)","ror":"https://ror.org/020h4b682","country_code":"US","type":"company","lineage":["https://openalex.org/I4210110242","https://openalex.org/I4210112888","https://openalex.org/I4210118830"]}],"countries":["IN","US"],"is_corresponding":false,"raw_author_name":"Satheesh Kumar K.","raw_affiliation_strings":["School of Digital Sciences ,  Kerala University of Digital Sciences, Innovation and Technology (Digital University Kerala) ,  Thiruvananthapuram ,  India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Digital Sciences ,  Kerala University of Digital Sciences, Innovation and Technology (Digital University Kerala) ,  Thiruvananthapuram ,  India","institution_ids":["https://openalex.org/I4210110242","https://openalex.org/I158338959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026308501","display_name":"T. A. Sivakumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210091240","display_name":"Maldives National University","ror":"https://ror.org/00dbrh564","country_code":"MV","type":"education","lineage":["https://openalex.org/I4210091240"]}],"countries":["MV"],"is_corresponding":true,"raw_author_name":"Sivakumar T. A.","raw_affiliation_strings":["Faculty of Engineering and Technology ,  Villa College ,  Male\u0301 ,  Maldives"],"raw_orcid":"https://orcid.org/0000-0001-8852-2740","affiliations":[{"raw_affiliation_string":"Faculty of Engineering and Technology ,  Villa College ,  Male\u0301 ,  Maldives","institution_ids":["https://openalex.org/I4210091240"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5026308501"],"corresponding_institution_ids":["https://openalex.org/I4210091240"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":10.2633,"has_fulltext":true,"cited_by_count":34,"citation_normalized_percentile":{"value":0.98579077,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"2024","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9965999722480774,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9965999722480774,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9864000082015991,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9753000140190125,"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/generative-grammar","display_name":"Generative grammar","score":0.5721674561500549},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.540168285369873},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.41671550273895264},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4046386480331421},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.37765297293663025},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14795231819152832}],"concepts":[{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5721674561500549},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.540168285369873},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.41671550273895264},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4046386480331421},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.37765297293663025},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14795231819152832}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/2024/4013195","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/4013195","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4013195","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/2024/4013195","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2024/4013195","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/2024/4013195","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6800000071525574,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403213841.pdf","grobid_xml":"https://content.openalex.org/works/W4403213841.grobid-xml"},"referenced_works_count":80,"referenced_works":["https://openalex.org/W2051267297","https://openalex.org/W2087527640","https://openalex.org/W2105954894","https://openalex.org/W2116064496","https://openalex.org/W2295845209","https://openalex.org/W2301937176","https://openalex.org/W2398118205","https://openalex.org/W2473418344","https://openalex.org/W2529996553","https://openalex.org/W2531114077","https://openalex.org/W2557671501","https://openalex.org/W2752796333","https://openalex.org/W2766105414","https://openalex.org/W2798868970","https://openalex.org/W2883289607","https://openalex.org/W2898827701","https://openalex.org/W2911778742","https://openalex.org/W2935381027","https://openalex.org/W2953522645","https://openalex.org/W2954996726","https://openalex.org/W2962750014","https://openalex.org/W2962770929","https://openalex.org/W2962793481","https://openalex.org/W2963192864","https://openalex.org/W2963784072","https://openalex.org/W2963799213","https://openalex.org/W2963981733","https://openalex.org/W2964110616","https://openalex.org/W2964243274","https://openalex.org/W2971074500","https://openalex.org/W2971758476","https://openalex.org/W2976451995","https://openalex.org/W2979097258","https://openalex.org/W2984306354","https://openalex.org/W2998718632","https://openalex.org/W3038930935","https://openalex.org/W3085223684","https://openalex.org/W3096493794","https://openalex.org/W3121061995","https://openalex.org/W3128607711","https://openalex.org/W3129155125","https://openalex.org/W3158883771","https://openalex.org/W3186805768","https://openalex.org/W4205865577","https://openalex.org/W4254526386","https://openalex.org/W4291551375","https://openalex.org/W4292779060","https://openalex.org/W4297048017","https://openalex.org/W4297477523","https://openalex.org/W4298001211","https://openalex.org/W4299990641","https://openalex.org/W4301206121","https://openalex.org/W4306409822","https://openalex.org/W4308454739","https://openalex.org/W4308797462","https://openalex.org/W4313856960","https://openalex.org/W4320013936","https://openalex.org/W4321458620","https://openalex.org/W4378364238","https://openalex.org/W4378510500","https://openalex.org/W4378966181","https://openalex.org/W4379208750","https://openalex.org/W4385245566","https://openalex.org/W4385303098","https://openalex.org/W4385326999","https://openalex.org/W4385448375","https://openalex.org/W4385494594","https://openalex.org/W4386002638","https://openalex.org/W4386290290","https://openalex.org/W4387874311","https://openalex.org/W4390611726","https://openalex.org/W4390745914","https://openalex.org/W4391400132","https://openalex.org/W4391602018","https://openalex.org/W4400259654","https://openalex.org/W4400423257","https://openalex.org/W6720691552","https://openalex.org/W6739901393","https://openalex.org/W6762931180","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2380075625","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032"],"abstract_inverted_index":{"The":[0],"field":[1],"of":[2,14,27,59,91,106,112,143],"generative":[3,28,40,60,92,121,157],"artificial":[4],"intelligence":[5],"(AI)":[6],"is":[7],"experiencing":[8],"rapid":[9],"advancements,":[10],"impacting":[11],"a":[12,24,140,148],"multitude":[13],"sectors,":[15],"from":[16],"computer":[17,63],"vision":[18],"to":[19,124],"healthcare.":[20],"This":[21],"paper":[22,97,138],"provides":[23,139],"comprehensive":[25],"review":[26],"AI\u2019s":[29],"evolution,":[30],"significance,":[31],"and":[32,51,70,80,83,116,133,147,153],"applications,":[33],"including":[34],"the":[35,57,88,96,104,110,144],"foundational":[36],"architectures":[37,132],"such":[38],"as":[39],"adversarial":[41],"networks":[42],"(GANs),":[43],"variational":[44],"autoencoders":[45],"(VAEs),":[46],"autoregressive":[47],"models,":[48,50],"flow\u2010based":[49],"diffusion":[52],"models.":[53],"We":[54],"delve":[55],"into":[56],"impact":[58],"algorithms":[61],"on":[62],"vision,":[64],"natural":[65],"language":[66],"processing,":[67],"artistic":[68],"creation,":[69],"healthcare,":[71],"demonstrating":[72],"their":[73],"revolutionary":[74],"potential":[75],"in":[76,129,156],"data":[77],"augmentation,":[78],"text":[79],"speech":[81],"synthesis,":[82],"medical":[84],"image":[85],"interpretation.":[86],"While":[87],"transformative":[89],"capabilities":[90],"AI":[93,122],"are":[94],"acknowledged,":[95],"also":[98],"examines":[99],"ethical":[100,154],"concerns,":[101],"most":[102],"notably":[103],"advent":[105],"deepfakes,":[107],"calling":[108],"for":[109,150],"development":[111],"robust":[113],"detection":[114],"frameworks":[115],"responsible":[117],"use":[118],"guidelines.":[119],"As":[120],"continues":[123],"evolve,":[125],"driven":[126],"by":[127],"advances":[128],"neural":[130],"network":[131],"deep":[134],"learning":[135],"methodologies,":[136],"this":[137],"holistic":[141],"overview":[142],"current":[145],"landscape":[146],"roadmap":[149],"future":[151],"research":[152],"considerations":[155],"AI.":[158]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2025-10-10T00:00:00"}
