{"id":"https://openalex.org/W7135119008","doi":"https://doi.org/10.31449/inf.v50i9.9508","title":"Research on Academic Risk Identification and Early Warning System of College Students Based on Adversarial Transformer Model","display_name":"Research on Academic Risk Identification and Early Warning System of College Students Based on Adversarial Transformer Model","publication_year":2026,"publication_date":"2026-03-12","ids":{"openalex":"https://openalex.org/W7135119008","doi":"https://doi.org/10.31449/inf.v50i9.9508"},"language":null,"primary_location":{"id":"doi:10.31449/inf.v50i9.9508","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i9.9508","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/9508/6633","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.informatica.si/index.php/informatica/article/download/9508/6633","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128823463","display_name":"Yan Wu","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Yan Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5128823463"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.24971027,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"9","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11492","display_name":"Academic integrity and plagiarism","score":0.25920000672340393,"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"}},"topics":[{"id":"https://openalex.org/T11492","display_name":"Academic integrity and plagiarism","score":0.25920000672340393,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.07720000296831131,"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"}},{"id":"https://openalex.org/T13161","display_name":"Ideological and Political Education","score":0.032499998807907104,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/adversarial-system","display_name":"Adversarial system","score":0.7469000220298767},{"id":"https://openalex.org/keywords/warning-system","display_name":"Warning system","score":0.560699999332428},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5335999727249146},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.4228000044822693},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.3882000148296356},{"id":"https://openalex.org/keywords/early-warning-system","display_name":"Early warning system","score":0.3849000036716461}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.7469000220298767},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.560699999332428},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5335999727249146},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4674000144004822},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4406000077724457},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4228000044822693},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.41269999742507935},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.3882000148296356},{"id":"https://openalex.org/C2779296788","wikidata":"https://www.wikidata.org/wiki/Q5326904","display_name":"Early warning system","level":3,"score":0.3849000036716461},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.38089999556541443},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.375},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.34470000863075256},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.3375999927520752},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3140000104904175},{"id":"https://openalex.org/C2779479571","wikidata":"https://www.wikidata.org/wiki/Q4812273","display_name":"At-risk students","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2800999879837036},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.26649999618530273}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31449/inf.v50i9.9508","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i9.9508","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/9508/6633","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31449/inf.v50i9.9508","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i9.9508","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/9508/6633","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.557927668094635}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7135119008.pdf","grobid_xml":"https://content.openalex.org/works/W7135119008.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,5,10,42,55,61,70,73,92,110,113,119,122,133,136,162,182,223,233,242],"continuous":[2],"expansion":[3],"of":[4,7,12,27,50,65,75,91,118,124,135,153,184,206,244],"scale":[6],"higher":[8,150],"education,":[9],"problem":[11],"students'":[13,250,263],"academic":[14,28,43,66,77,126,140,170,207,224,245,264],"risks":[15,29,171],"has":[16,30,237],"become":[17,31],"increasingly":[18],"prominent.":[19],"How":[20],"to":[21,40,59],"effectively":[22],"identify":[23],"and":[24,46,63,87,94,115,202,210,227,248,253,259],"warn":[25],"students":[26,52,167],"an":[32,105],"important":[33],"topic":[34],"in":[35,121,139,174,240],"education.":[36],"This":[37],"study":[38,190],"aims":[39],"explore":[41],"risk":[44,67,78,141,208,225,246,265],"identification":[45,79,142,226],"early":[47,159,195,204,228],"warning":[48,160,196,205,229],"system":[49,230],"college":[51,262],"based":[53,231],"on":[54,232],"adversarial":[56,101,106,234],"Transformer":[57,98,235],"model":[58,99,111,120,138,163,236],"improve":[60],"accuracy":[62,134],"timeliness":[64],"management.":[68,266],"Firstly,":[69],"research":[71],"analyzes":[72],"limitations":[74],"current":[76],"methods,":[80],"such":[81],"as":[82],"insufficient":[83],"data":[84,209],"feature":[85],"extraction":[86],"weak":[88],"generalization":[89,116],"ability":[90,117],"model,":[93],"then":[95],"proposes":[96],"a":[97,177,193,255],"integrating":[100],"training.":[102],"By":[103],"introducing":[104],"sample":[107],"generation":[108],"mechanism,":[109],"enhances":[112],"robustness":[114],"face":[123],"complex":[125],"data.":[127],"The":[128,219],"experimental":[129],"results":[130],"show":[131],"that":[132,152,222],"proposed":[137],"reaches":[143],"92.5%,":[144],"which":[145,198],"is":[146],"8.3":[147],"percentage":[148],"points":[149],"than":[151],"traditional":[154],"machine":[155],"learning":[156],"methods.":[157],"Regarding":[158],"timeliness,":[161],"can":[164],"accurately":[165],"predict":[166],"with":[168],"potential":[169],"two":[172],"weeks":[173],"advance,":[175],"providing":[176],"valuable":[178],"time":[179],"window":[180],"for":[181,215,261],"implementation":[183],"intervention":[185],"measures.":[186],"In":[187],"addition,":[188],"this":[189],"also":[191],"constructs":[192],"visual":[194],"system,":[197],"realizes":[199],"real-time":[200],"monitoring":[201],"dynamic":[203],"provides":[211,254],"scientific":[212],"decision":[213],"support":[214],"university":[216],"education":[217],"administrators.":[218],"conclusion":[220],"shows":[221],"obvious":[238],"advantages":[239],"improving":[241],"efficiency":[243],"management":[247],"promoting":[249],"all-round":[251],"development,":[252],"new":[256],"technical":[257],"path":[258],"solution":[260]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-03-13T00:00:00"}
