{"id":"https://openalex.org/W4402892487","doi":"https://doi.org/10.1109/access.2024.3468368","title":"A Comprehensive Review on Generative AI for Education","display_name":"A Comprehensive Review on Generative AI for Education","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402892487","doi":"https://doi.org/10.1109/access.2024.3468368"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3468368","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3468368","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3468368","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104161972","display_name":"Uday Mittal","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Uday Mittal","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","Department of Electrical and Electronics Engineering, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]},{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080357343","display_name":"Siva Sai","orcid":"https://orcid.org/0000-0003-0927-9370"},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Siva Sai","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","Department of Electrical and Electronics Engineering, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India"],"raw_orcid":"https://orcid.org/0000-0003-0927-9370","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]},{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005020243","display_name":"Vinay Chamola","orcid":"https://orcid.org/0000-0002-6730-3060"},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Vinay Chamola","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","Department of Electrical and Electronics Engineering, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India"],"raw_orcid":"https://orcid.org/0000-0002-6730-3060","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]},{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108154623","display_name":"Devika","orcid":null},"institutions":[{"id":"https://openalex.org/I74796645","display_name":"Birla Institute of Technology and Science, Pilani","ror":"https://ror.org/001p3jz28","country_code":"IN","type":"education","lineage":["https://openalex.org/I74796645"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Devika Sangwan","raw_affiliation_strings":["Department of Humanities and Social Science, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","Department of Humanities and Social Science, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India"],"raw_orcid":"https://orcid.org/0000-0003-3698-3101","affiliations":[{"raw_affiliation_string":"Department of Humanities and Social Science, Birla Institute of Technology and Science at Pilani (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]},{"raw_affiliation_string":"Department of Humanities and Social Science, Birla Institute of Technology &#x0026; Science (BITS), Pilani, Rajasthan, India","institution_ids":["https://openalex.org/I74796645"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5104161972"],"corresponding_institution_ids":["https://openalex.org/I74796645"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":90.814,"has_fulltext":false,"cited_by_count":240,"citation_normalized_percentile":{"value":0.99956009,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"142733","last_page":"142759"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9695000052452087,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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":0.6915455460548401},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5515491962432861},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38031405210494995},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34214553236961365}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6915455460548401},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5515491962432861},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38031405210494995},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34214553236961365}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3468368","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3468368","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f172cc1881f447aebeca26e13f212e57","is_oa":true,"landing_page_url":"https://doaj.org/article/f172cc1881f447aebeca26e13f212e57","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 142733-142759 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3468368","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3468368","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"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 Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":114,"referenced_works":["https://openalex.org/W43382659","https://openalex.org/W1937501050","https://openalex.org/W1975163393","https://openalex.org/W1981501272","https://openalex.org/W1997066605","https://openalex.org/W2049954094","https://openalex.org/W2120738518","https://openalex.org/W2160485643","https://openalex.org/W2565167788","https://openalex.org/W2752623698","https://openalex.org/W2903891684","https://openalex.org/W2920810904","https://openalex.org/W2969717756","https://openalex.org/W3020710342","https://openalex.org/W3037471945","https://openalex.org/W3118769665","https://openalex.org/W3135208456","https://openalex.org/W3147254695","https://openalex.org/W3161810785","https://openalex.org/W3172949370","https://openalex.org/W3195333045","https://openalex.org/W3198685994","https://openalex.org/W3208674021","https://openalex.org/W4200295417","https://openalex.org/W4206706211","https://openalex.org/W4211092666","https://openalex.org/W4220962633","https://openalex.org/W4224234154","https://openalex.org/W4225141765","https://openalex.org/W4245888765","https://openalex.org/W4282937861","https://openalex.org/W4283705032","https://openalex.org/W4285333865","https://openalex.org/W4295413191","https://openalex.org/W4300672471","https://openalex.org/W4312193283","https://openalex.org/W4313590997","https://openalex.org/W4318833222","https://openalex.org/W4319319223","https://openalex.org/W4321596574","https://openalex.org/W4360884927","https://openalex.org/W4360980141","https://openalex.org/W4361222055","https://openalex.org/W4362581834","https://openalex.org/W4367663152","https://openalex.org/W4372055459","https://openalex.org/W4378377690","https://openalex.org/W4379054888","https://openalex.org/W4380769213","https://openalex.org/W4384156431","https://openalex.org/W4384344145","https://openalex.org/W4385197463","https://openalex.org/W4385303098","https://openalex.org/W4385661227","https://openalex.org/W4385820196","https://openalex.org/W4386065887","https://openalex.org/W4386066388","https://openalex.org/W4386100580","https://openalex.org/W4386376715","https://openalex.org/W4386417345","https://openalex.org/W4386805135","https://openalex.org/W4386820497","https://openalex.org/W4386849548","https://openalex.org/W4387195417","https://openalex.org/W4387398929","https://openalex.org/W4387936944","https://openalex.org/W4388235471","https://openalex.org/W4388284731","https://openalex.org/W4388289959","https://openalex.org/W4388345597","https://openalex.org/W4389125041","https://openalex.org/W4389274881","https://openalex.org/W4389348076","https://openalex.org/W4389429620","https://openalex.org/W4389437528","https://openalex.org/W4389656748","https://openalex.org/W4390420065","https://openalex.org/W4390950016","https://openalex.org/W4391029755","https://openalex.org/W4391472991","https://openalex.org/W4392032762","https://openalex.org/W4392206012","https://openalex.org/W4392394652","https://openalex.org/W4392447866","https://openalex.org/W4394685109","https://openalex.org/W4396499390","https://openalex.org/W4399045972","https://openalex.org/W4399681501","https://openalex.org/W4400344961","https://openalex.org/W6639619044","https://openalex.org/W6720208624","https://openalex.org/W6732665253","https://openalex.org/W6774645763","https://openalex.org/W6779909828","https://openalex.org/W6790541173","https://openalex.org/W6804043765","https://openalex.org/W6804918294","https://openalex.org/W6809885388","https://openalex.org/W6810327411","https://openalex.org/W6840209120","https://openalex.org/W6846834872","https://openalex.org/W6848955896","https://openalex.org/W6849105126","https://openalex.org/W6850266965","https://openalex.org/W6850607732","https://openalex.org/W6850761176","https://openalex.org/W6851962417","https://openalex.org/W6853998256","https://openalex.org/W6854422757","https://openalex.org/W6856580707","https://openalex.org/W6858782780","https://openalex.org/W6861128367","https://openalex.org/W6867825676","https://openalex.org/W6871838011"],"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/W2382290278"],"abstract_inverted_index":{"Artificial":[0],"Intelligence":[1],"(AI)":[2],"has":[3,69,153],"immense":[4],"potential":[5,25,141,194],"for":[6,156],"personalized":[7],"learning":[8,83,111],"experiences,":[9],"content":[10,77],"generation,":[11],"and":[12,23,56,85,130,143,160,171,189],"vivid":[13],"educational":[14,135,149,164,199],"support.":[15],"This":[16,180],"paper":[17,88,181],"delves":[18,37,121],"into":[19,38,122],"generative":[20,31],"AI":[21],"(GAI)":[22],"its":[24,47,73],"applications":[26],"within":[27,148],"GAI,":[28,68],"specifically":[29],"mentioning":[30],"adversarial":[32],"networks":[33],"(GANs).":[34],"The":[35,87,113,137,166],"article":[36],"the":[39,64,91,118,140],"transformative":[40],"impact":[41],"of":[42,63,67,93,145,162,168],"GAI":[43,94,147],"in":[44,49,133,177],"education,":[45],"underscoring":[46],"expertise":[48],"creating":[50],"diverse":[51],"instructional":[52],"materials,":[53],"from":[54],"texts":[55],"images":[57],"to":[58,75,79,195],"videos.":[59],"Adaptive":[60],"learning,":[61],"one":[62],"chief":[65],"abilities":[66],"been":[70,154],"highlighted,":[71],"emphasizing":[72],"capability":[74],"select":[76],"customized":[78,110],"individual":[80],"student":[81],"profiles,":[82],"habits,":[84],"preferences.":[86],"further":[89],"explores":[90],"fusion":[92],"with":[95],"innovative":[96],"education":[97],"systems,":[98],"highlighting":[99],"how":[100],"these":[101],"models":[102],"can":[103],"mimic":[104],"conversational":[105],"interfaces,":[106],"promoting":[107],"an":[108],"engaging,":[109],"journey.":[112,179],"exploration":[114],"doesn\u2019t":[115],"stop":[116],"at":[117],"benefits;":[119],"it":[120],"challenges":[123],"like":[124],"ensuring":[125,131],"data":[126],"privacy,":[127],"mitigating":[128],"biases,":[129],"accountability":[132],"AI-driven":[134],"systems.":[136],"conclusion":[138],"contemplates":[139],"limitations":[142],"assurances":[144],"embedding":[146],"setups.":[150],"An":[151],"appeal":[152],"made":[155],"more":[157],"profound":[158],"research":[159],"enhancement":[161],"AI\u2019s":[163],"function.":[165],"intersection":[167],"pedagogical":[169],"insights":[170],"effective":[172],"human-AI":[173],"collaboration":[174],"is":[175],"pivotal":[176],"this":[178],"serves":[182],"as":[183],"a":[184],"compass,":[185],"guiding":[186],"educators,":[187],"researchers,":[188],"policymakers":[190],"toward":[191],"harnessing":[192],"GAI\u2019s":[193],"sculpt":[196],"enriched,":[197],"immersive":[198],"landscapes.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":68},{"year":2025,"cited_by_count":171},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-14T08:36:36.166977","created_date":"2025-10-10T00:00:00"}
