{"id":"https://openalex.org/W4414799473","doi":"https://doi.org/10.3390/info16100857","title":"Application of Generative AI in Financial Risk Prediction: Enhancing Model Accuracy and Interpretability","display_name":"Application of Generative AI in Financial Risk Prediction: Enhancing Model Accuracy and Interpretability","publication_year":2025,"publication_date":"2025-10-03","ids":{"openalex":"https://openalex.org/W4414799473","doi":"https://doi.org/10.3390/info16100857"},"language":"en","primary_location":{"id":"doi:10.3390/info16100857","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16100857","pdf_url":"https://www.mdpi.com/2078-2489/16/10/857/pdf?version=1759506399","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2078-2489/16/10/857/pdf?version=1759506399","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5022852228","display_name":"Kai\u2010Chao Yao","orcid":"https://orcid.org/0000-0002-5975-2392"},"institutions":[{"id":"https://openalex.org/I4210100212","display_name":"Cheng Shin Rubber (Taiwan)","ror":"https://ror.org/012tba185","country_code":"TW","type":"company","lineage":["https://openalex.org/I4210100212"]},{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Kai-Chao Yao","raw_affiliation_strings":["Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","Graduate Institute of Technological and Vocational Education, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","Kenda Cultural and Educational Foundation, No. 146, Section 1, Zhongshan Rd., Yuanlin 510037, Taiwan","Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-5975-2392","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Graduate Institute of Technological and Vocational Education, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Kenda Cultural and Educational Foundation, No. 146, Section 1, Zhongshan Rd., Yuanlin 510037, Taiwan","institution_ids":["https://openalex.org/I4210100212"]},{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020186642","display_name":"Hsiu-Chu Hung","orcid":null},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsiu-Chu Hung","raw_affiliation_strings":["Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017252810","display_name":"Ching-Hsin Wang","orcid":"https://orcid.org/0000-0001-5131-0357"},"institutions":[{"id":"https://openalex.org/I65446980","display_name":"National Chin-Yi University of Technology","ror":"https://ror.org/040bs6h16","country_code":"TW","type":"education","lineage":["https://openalex.org/I65446980"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ching-Hsin Wang","raw_affiliation_strings":["Department of Healthcare Industry Technology Development and Management, National Chin-Yi University of Technology, Taichung 41170, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-5131-0357","affiliations":[{"raw_affiliation_string":"Department of Healthcare Industry Technology Development and Management, National Chin-Yi University of Technology, Taichung 41170, Taiwan","institution_ids":["https://openalex.org/I65446980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101399963","display_name":"Wei-Lun Huang","orcid":"https://orcid.org/0009-0006-1286-4481"},"institutions":[{"id":"https://openalex.org/I4210131804","display_name":"National Taiwan University Hospital","ror":"https://ror.org/03nteze27","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210131804"]},{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Wei-Lun Huang","raw_affiliation_strings":["Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","Medical Affairs Office, National Taiwan University Hospital, No. 7, Zhongshan S. Rd., Zhongzheng Dist., Taipei 100225, Taiwan","Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan"],"raw_orcid":"https://orcid.org/0009-0006-1286-4481","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Medical Affairs Office, National Taiwan University Hospital, No. 7, Zhongshan S. Rd., Zhongzheng Dist., Taipei 100225, Taiwan","institution_ids":["https://openalex.org/I4210131804"]},{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hui-Ting Liang","orcid":null},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hui-Ting Liang","raw_affiliation_strings":["Department of Finance, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Finance, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013473559","display_name":"Tzu-Hsin Chu","orcid":null},"institutions":[{"id":"https://openalex.org/I13521601","display_name":"Yu Da University","ror":"https://ror.org/03bej0y93","country_code":"TW","type":"education","lineage":["https://openalex.org/I13521601"]},{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Tzu-Hsin Chu","raw_affiliation_strings":["Department and Graduate Institute of Information Management, Yu Da University of Science and Technology, No. 168, Hsueh-fu Rd., Tanwen Village, Chaochiao Township, Miaoli 36143, Taiwan","Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department and Graduate Institute of Information Management, Yu Da University of Science and Technology, No. 168, Hsueh-fu Rd., Tanwen Village, Chaochiao Township, Miaoli 36143, Taiwan","institution_ids":["https://openalex.org/I13521601"]},{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025873944","display_name":"Bo-Siang Chen","orcid":"https://orcid.org/0009-0001-2864-1593"},"institutions":[{"id":"https://openalex.org/I204246437","display_name":"Nan Kai University of Technology","ror":"https://ror.org/05v3pg621","country_code":"TW","type":"education","lineage":["https://openalex.org/I204246437"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Bo-Siang Chen","raw_affiliation_strings":["Department of Vehicle Engineering, Nan Kai University of Technology, No. 568, Zhongzheng Rd., Caotun Township, Nantou 542020, Taiwan"],"raw_orcid":"https://orcid.org/0009-0001-2864-1593","affiliations":[{"raw_affiliation_string":"Department of Vehicle Engineering, Nan Kai University of Technology, No. 568, Zhongzheng Rd., Caotun Township, Nantou 542020, Taiwan","institution_ids":["https://openalex.org/I204246437"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058376968","display_name":"Wei\u2010Sho Ho","orcid":"https://orcid.org/0000-0002-7591-8102"},"institutions":[{"id":"https://openalex.org/I70522481","display_name":"National Changhua University of Education","ror":"https://ror.org/005gkfa10","country_code":"TW","type":"education","lineage":["https://openalex.org/I70522481"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Wei-Sho Ho","raw_affiliation_strings":["Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","Graduate Institute of Technological and Vocational Education, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","NCUE Alumni Association, National Changhua University of Education Jin-De Campus, No. 1, Jinde Rd., Changhua 500207, Taiwan","Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan"],"raw_orcid":"https://orcid.org/0000-0002-7591-8102","affiliations":[{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Graduate Institute of Technological and Vocational Education, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd., Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"NCUE Alumni Association, National Changhua University of Education Jin-De Campus, No. 1, Jinde Rd., Changhua 500207, Taiwan","institution_ids":["https://openalex.org/I70522481"]},{"raw_affiliation_string":"Department of Electrical and Mechanical Technology, National Changhua University of Education, Bao-Shan Campus, No. 2, Shi-Da Rd, Changhua 500208, Taiwan","institution_ids":["https://openalex.org/I70522481"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5025873944","https://openalex.org/A5058376968"],"corresponding_institution_ids":["https://openalex.org/I204246437","https://openalex.org/I70522481"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":1.669,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87632326,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"16","issue":"10","first_page":"857","last_page":"857"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.8169999718666077,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11326","display_name":"Stock Market Forecasting Methods","score":0.8169999718666077,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interpretability","display_name":"Interpretability","score":0.9803000092506409},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.7752000093460083},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.5253999829292297},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4659000039100647},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4422999918460846},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.3961000144481659},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.3192000091075897}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.9803000092506409},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.7752000093460083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6001999974250793},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5900999903678894},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5507000088691711},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.5253999829292297},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4659000039100647},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4422999918460846},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.3961000144481659},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.3192000091075897},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.30979999899864197},{"id":"https://openalex.org/C76073288","wikidata":"https://www.wikidata.org/wiki/Q1337875","display_name":"Financial risk","level":2,"score":0.29829999804496765},{"id":"https://openalex.org/C139043278","wikidata":"https://www.wikidata.org/wiki/Q837171","display_name":"Financial services","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.2856999933719635},{"id":"https://openalex.org/C2778414658","wikidata":"https://www.wikidata.org/wiki/Q1409206","display_name":"Model risk","level":3,"score":0.28290000557899475},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.27070000767707825},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.2694999873638153},{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.25220000743865967}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/info16100857","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16100857","pdf_url":"https://www.mdpi.com/2078-2489/16/10/857/pdf?version=1759506399","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b7fc4ecf98784b2d9d55776496f8152b","is_oa":true,"landing_page_url":"https://doaj.org/article/b7fc4ecf98784b2d9d55776496f8152b","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":"Information, Vol 16, Iss 10, p 857 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/info16100857","is_oa":true,"landing_page_url":"https://doi.org/10.3390/info16100857","pdf_url":"https://www.mdpi.com/2078-2489/16/10/857/pdf?version=1759506399","source":{"id":"https://openalex.org/S4210219776","display_name":"Information","issn_l":"2078-2489","issn":["2078-2489"],"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":"Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414799473.pdf","grobid_xml":"https://content.openalex.org/works/W4414799473.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,171],"study":[1,59,127,172],"explores":[2],"the":[3,22,34,108,126,152],"application":[4],"of":[5,26,38,65,111,156],"generative":[6,42,49,69,112,147,182],"artificial":[7],"intelligence":[8],"(AI)":[9],"in":[10,19,71,81,101,114,180],"financial":[11,39,72,116,157,185],"risk":[12,73,158,186],"forecasting,":[13],"aiming":[14],"to":[15,55,97,122,167,184],"assess":[16],"its":[17,79,120,161],"potential":[18],"enhancing":[20],"both":[21],"accuracy":[23,153],"and":[24,36,48,84,118,136,154,175],"interpretability":[25,155],"predictive":[27,123],"models.":[28],"Traditional":[29],"methods":[30],"often":[31],"struggle":[32],"with":[33,61,75],"complexity":[35],"nonlinearity":[37],"data,":[40],"whereas":[41],"AI\u2014such":[43],"as":[44,92],"large":[45],"language":[46],"models":[47],"adversarial":[50],"networks":[51],"(GANs)\u2014offers":[52],"novel":[53],"solutions":[54],"these":[56],"challenges.":[57],"The":[58,143],"begins":[60],"a":[62,76],"comprehensive":[63],"review":[64],"current":[66],"research":[67,179],"on":[68,78],"AI":[70,113,148,183],"prediction,":[74],"focus":[77],"roles":[80],"data":[82,131],"augmentation":[83],"feature":[85],"extraction.":[86],"It":[87],"then":[88],"investigates":[89],"techniques":[90],"such":[91],"Generative":[93],"Adversarial":[94],"Explanation":[95],"(GAX)":[96],"evaluate":[98],"their":[99],"effectiveness":[100],"improving":[102],"model":[103,133],"interpretability.":[104],"Case":[105],"studies":[106],"demonstrate":[107],"practical":[109],"value":[110],"real-world":[115],"forecasting":[117],"quantify":[119],"contribution":[121],"accuracy.":[124],"Furthermore,":[125],"identifies":[128],"key":[129],"challenges\u2014including":[130],"quality,":[132],"training":[134],"costs,":[135],"regulatory":[137],"compliance\u2014and":[138],"proposes":[139],"corresponding":[140],"mitigation":[141],"strategies.":[142],"findings":[144],"suggest":[145],"that":[146],"can":[149],"significantly":[150],"improve":[151],"models,":[159],"though":[160],"adoption":[162],"must":[163],"be":[164],"carefully":[165],"managed":[166],"address":[168],"associated":[169],"risks.":[170],"offers":[173],"insights":[174],"guidance":[176],"for":[177],"future":[178],"applying":[181],"forecasting.":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
