{"id":"https://openalex.org/W7118178165","doi":"https://doi.org/10.1109/tkde.2026.3650830","title":"LLM-Driven Adversarial Example Synthesis for Emerging Topic Rumor Detection on Social Media","display_name":"LLM-Driven Adversarial Example Synthesis for Emerging Topic Rumor Detection on Social Media","publication_year":2026,"publication_date":"2026-01-05","ids":{"openalex":"https://openalex.org/W7118178165","doi":"https://doi.org/10.1109/tkde.2026.3650830"},"language":null,"primary_location":{"id":"doi:10.1109/tkde.2026.3650830","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2026.3650830","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5121934632","display_name":"Menglong Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Menglong Lu","raw_affiliation_strings":["Key Laboratory of Advanced Microprocessor Chips and Systems, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-0011-0368","affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Microprocessor Chips and Systems, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047498670","display_name":"Zejiang He","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zejiang He","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0009-0009-2680-0659","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121924645","display_name":"Yaohui Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yaohui Guo","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012306653","display_name":"Shanshan Liu","orcid":"https://orcid.org/0000-0002-4966-679X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Liu","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-4966-679X","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101206686","display_name":"Jingyuan Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyuan Huang","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-5549-9430","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121948654","display_name":"Yunxiang Zhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yunxiang Zhao","raw_affiliation_strings":["Laboratory of Advanced Biotechnology, Beijing Institute of Biotechnology, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-6065-811X","affiliations":[{"raw_affiliation_string":"Laboratory of Advanced Biotechnology, Beijing Institute of Biotechnology, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062005460","display_name":"Zhiliang Tian","orcid":"https://orcid.org/0000-0002-8906-5198"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiliang Tian","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-8906-5198","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042335345","display_name":"Xiaoran Zhao","orcid":"https://orcid.org/0000-0003-3236-280X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaoran Zhao","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121934820","display_name":"Chengcheng Shao","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengcheng Shao","raw_affiliation_strings":["College of Meteorology and Oceanology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0002-5479-2256","affiliations":[{"raw_affiliation_string":"College of Meteorology and Oceanology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101816456","display_name":"Lin Deng","orcid":"https://orcid.org/0000-0003-0177-7252"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Deng","raw_affiliation_strings":["Key Laboratory of Advanced Microprocessor Chips and Systems, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Advanced Microprocessor Chips and Systems, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121968626","display_name":"Dongsheng Li","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Li","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-9743-2034","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":null,"display_name":"Zhen Huang","orcid":"https://orcid.org/0000-0003-4819-373X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhen Huang","raw_affiliation_strings":["National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0003-4819-373X","affiliations":[{"raw_affiliation_string":"National Key Laboratory of Parallel and Distributed Computing, College of Computer Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":41.5177,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.99268048,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"38","issue":"4","first_page":"2340","last_page":"2353"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11147","display_name":"Misinformation and Its Impacts","score":0.9860000014305115,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11644","display_name":"Spam and Phishing Detection","score":0.0019000000320374966,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10064","display_name":"Complex Network Analysis Techniques","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.8651999831199646},{"id":"https://openalex.org/keywords/rumor","display_name":"Rumor","score":0.85589998960495},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.45829999446868896},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4171000123023987},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.34549999237060547},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.3431999981403351}],"concepts":[{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.8651999831199646},{"id":"https://openalex.org/C2780469804","wikidata":"https://www.wikidata.org/wiki/Q878352","display_name":"Rumor","level":2,"score":0.85589998960495},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7883999943733215},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4812999963760376},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.45829999446868896},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4171000123023987},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3630000054836273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3544999957084656},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.34549999237060547},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.3431999981403351},{"id":"https://openalex.org/C2778403875","wikidata":"https://www.wikidata.org/wiki/Q20312394","display_name":"Adversarial machine learning","level":3,"score":0.33379998803138733},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.32109999656677246},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3190999925136566},{"id":"https://openalex.org/C109747225","wikidata":"https://www.wikidata.org/wiki/Q815758","display_name":"Scarcity","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.2842000126838684},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.27720001339912415},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2768999934196472},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.263700008392334}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tkde.2026.3650830","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2026.3650830","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Knowledge and Data Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.4787820279598236}],"awards":[{"id":"https://openalex.org/G114078376","display_name":null,"funder_award_id":"62202487","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2511849395","display_name":null,"funder_award_id":"62376284","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5958584815","display_name":null,"funder_award_id":"62406332","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":69,"referenced_works":["https://openalex.org/W1731081199","https://openalex.org/W1796766288","https://openalex.org/W1975594555","https://openalex.org/W1985404222","https://openalex.org/W2051405935","https://openalex.org/W2084591134","https://openalex.org/W2398287226","https://openalex.org/W2569999341","https://openalex.org/W2609512471","https://openalex.org/W2741930413","https://openalex.org/W2742144412","https://openalex.org/W2770039499","https://openalex.org/W2798787718","https://openalex.org/W2896457183","https://openalex.org/W2945804568","https://openalex.org/W2951288507","https://openalex.org/W2963448658","https://openalex.org/W2965141076","https://openalex.org/W2986381065","https://openalex.org/W2997128522","https://openalex.org/W2997502936","https://openalex.org/W2998395006","https://openalex.org/W3017402509","https://openalex.org/W3033625896","https://openalex.org/W3035431747","https://openalex.org/W3035510274","https://openalex.org/W3070920170","https://openalex.org/W3084822831","https://openalex.org/W3099948566","https://openalex.org/W3120433024","https://openalex.org/W3127569499","https://openalex.org/W3165906701","https://openalex.org/W3170878956","https://openalex.org/W3175836411","https://openalex.org/W3176438005","https://openalex.org/W3191453585","https://openalex.org/W3195126378","https://openalex.org/W3199881745","https://openalex.org/W3202647833","https://openalex.org/W4205730987","https://openalex.org/W4221136397","https://openalex.org/W4224318954","https://openalex.org/W4283818575","https://openalex.org/W4293846201","https://openalex.org/W4306317398","https://openalex.org/W4366148247","https://openalex.org/W4367046781","https://openalex.org/W4382202593","https://openalex.org/W4385569914","https://openalex.org/W4385570687","https://openalex.org/W4388840685","https://openalex.org/W4389518708","https://openalex.org/W4389519982","https://openalex.org/W4389523840","https://openalex.org/W4390706770","https://openalex.org/W4393156111","https://openalex.org/W4393160654","https://openalex.org/W4394862951","https://openalex.org/W4396723114","https://openalex.org/W4396757539","https://openalex.org/W4396982356","https://openalex.org/W4399363581","https://openalex.org/W4400702846","https://openalex.org/W4401863513","https://openalex.org/W4402442681","https://openalex.org/W4402670869","https://openalex.org/W4403577882","https://openalex.org/W4404782482","https://openalex.org/W4412378070"],"related_works":[],"abstract_inverted_index":{"Rumor":[0],"detection":[1],"is":[2,50],"essential":[3],"for":[4,79,90],"building":[5],"a":[6,33,45,74,118,140,185],"responsible":[7],"web":[8],"and":[9,59,65,93,127,156],"internet":[10],"ecosystem,":[11],"which":[12],"has":[13],"attracted":[14],"significant":[15],"attention":[16],"from":[17,203],"the":[18,29,53,105,110,122,175,192,208],"research":[19],"community.":[20],"However,emerging":[21],"topic":[22,81],"rumor":[23,82],"detection,":[24],"i.e.,":[25],"identify":[26],"rumors":[27],"at":[28],"early":[30],"stages":[31],"of":[32,125,177,194],"topic's":[34],"emergence":[35],"where":[36],"only":[37,103],"limited":[38,200],"discussions":[39],"can":[40],"be":[41],"observed,":[42],"still":[43],"remains":[44],"challenge.":[46],"Technically,":[47],"this":[48,70],"scenario":[49],"accompanied":[51],"by":[52,159,199],"issues":[54],"ofdata":[55],"scarcityon":[56],"emerging":[57,66,80,204],"topics":[58,64],"thedata":[60],"distribution":[61,124],"discrepancybetween":[62],"old":[63,126],"new":[67,75,128],"topic.":[68],"In":[69],"paper,":[71],"we":[72],"propose":[73],"framework":[76],"termedLLM-drivenADversarialExampleSynthesis":[77],"(LADES)":[78],"detection.":[83],"LADES":[84,138,183],"utilizes":[85],"Large":[86],"Language":[87],"Models":[88],"(LLMs)":[89],"generating":[91],"readable":[92,155],"contextually":[94,157],"coherent":[95,158],"adversarial":[96,100,135,152,196],"examples.":[97],"The":[98],"generated":[99],"examples":[101,153],"not":[102],"expand":[104],"training":[106,132],"set":[107],"to":[108,120],"tackle":[109],"data":[111,123,202,209],"scarcity":[112],"issue,":[113],"but":[114],"also":[115],"act":[116],"as":[117],"bridge":[119],"connect":[121],"topics.":[129],"To":[130,173],"overcome":[131],"instability":[133],"in":[134,180],"example":[136],"generation,":[137],"introduces":[139],"gradient-free":[141],"Markov":[142],"Chain":[143],"Monte":[144],"Carlo":[145],"(MCMC)":[146],"sampling":[147,168],"method.":[148],"This":[149,188],"method":[150],"ensures":[151],"are":[154],"harnessing":[160],"LLMs,":[161],"while":[162],"promoting":[163],"effective":[164],"attacks":[165],"through":[166],"entropy-based":[167],"that":[169],"targets":[170],"model":[171],"uncertainty.":[172],"mitigate":[174],"impact":[176],"potential":[178],"mislabeling":[179],"synthetic":[181,195],"data,":[182],"implements":[184],"meta-mixed-learning":[186],"mechanism.":[187],"mechanism":[189],"dynamically":[190],"adjusts":[191],"weights":[193],"examples,":[197],"guided":[198],"labeled":[201],"topics,":[205],"thereby":[206],"alleviating":[207],"noise.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2026-01-05T00:00:00"}
