{"id":"https://openalex.org/W7167722170","doi":"https://doi.org/10.1007/s11263-026-02924-x","title":"BTKD++: Beyond Teachers by Critically Distilling Knowledge from Teacher\u2019s Bias","display_name":"BTKD++: Beyond Teachers by Critically Distilling Knowledge from Teacher\u2019s Bias","publication_year":2026,"publication_date":"2026-07-01","ids":{"openalex":"https://openalex.org/W7167722170","doi":"https://doi.org/10.1007/s11263-026-02924-x"},"language":"en","primary_location":{"id":"doi:10.1007/s11263-026-02924-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11263-026-02924-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11263-026-02924-x.pdf","source":{"id":"https://openalex.org/S25538012","display_name":"International Journal of Computer Vision","issn_l":"0920-5691","issn":["0920-5691","1573-1405"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"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 Computer Vision","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11263-026-02924-x.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5124805927","display_name":"Jianhua Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]},{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Zhang","raw_affiliation_strings":["College of Artificial Intelligence and Automation, Hohai University, Nanjing, China","School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Artificial Intelligence and Automation, Hohai University, Nanjing, China","institution_ids":["https://openalex.org/I163340411"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100919920","display_name":"Yi Gao","orcid":"https://orcid.org/0009-0007-1724-7076"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Gao","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140289347","display_name":"Yu He","orcid":null},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210086028","display_name":"Technology and Engineering Center for Space Utilization","ror":"https://ror.org/00cn03n83","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu He","raw_affiliation_strings":["Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I19820366","https://openalex.org/I4210086028"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121017425","display_name":"Shuo Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140291616","display_name":"Xu Cheng","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Cheng","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011205977","display_name":"X Y Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Xiufeng Liu","raw_affiliation_strings":["Department of Technology, Management and Economics, Technical University of Denmark, Lyngby, Denmark"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Technology, Management and Economics, Technical University of Denmark, Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140269667","display_name":"Shengyong Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengyong Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5140252028","display_name":"Houxiang Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Houxiang Zhang","raw_affiliation_strings":["Department of Ocean Operations and Civil Engineering, Norwegian University of Science and Technology, Aalesund, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Ocean Operations and Civil Engineering, Norwegian University of Science and Technology, Aalesund, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072389245","display_name":"Ruyu Liu","orcid":"https://orcid.org/0000-0003-2130-9122"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":true,"raw_author_name":"Ruyu Liu","raw_affiliation_strings":["Department of Technology, Management and Economics, Technical University of Denmark, Lyngby, Denmark"],"raw_orcid":"https://orcid.org/0000-0003-2130-9122","affiliations":[{"raw_affiliation_string":"Department of Technology, Management and Economics, Technical University of Denmark, Lyngby, Denmark","institution_ids":["https://openalex.org/I96673099"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5072389245"],"corresponding_institution_ids":["https://openalex.org/I96673099"],"apc_list":{"value":3690,"currency":"USD","value_usd":3690},"apc_paid":{"value":3690,"currency":"USD","value_usd":3690},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.87671506,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"134","issue":"7","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.1615999937057495,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.1615999937057495,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.13439999520778656,"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/T11122","display_name":"Online Learning and Analytics","score":0.12240000069141388,"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/abstraction","display_name":"Abstraction","score":0.7634000182151794},{"id":"https://openalex.org/keywords/rectification","display_name":"Rectification","score":0.6194999814033508},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5860999822616577},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5550000071525574},{"id":"https://openalex.org/keywords/mimicry","display_name":"Mimicry","score":0.5230000019073486},{"id":"https://openalex.org/keywords/limit","display_name":"Limit (mathematics)","score":0.43220001459121704},{"id":"https://openalex.org/keywords/corrective-feedback","display_name":"Corrective feedback","score":0.42250001430511475},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.38260000944137573}],"concepts":[{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.7634000182151794},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7107999920845032},{"id":"https://openalex.org/C50942859","wikidata":"https://www.wikidata.org/wiki/Q4967193","display_name":"Rectification","level":3,"score":0.6194999814033508},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5860999822616577},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5550000071525574},{"id":"https://openalex.org/C7863114","wikidata":"https://www.wikidata.org/wiki/Q192627","display_name":"Mimicry","level":2,"score":0.5230000019073486},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4986000061035156},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.43220001459121704},{"id":"https://openalex.org/C2779305910","wikidata":"https://www.wikidata.org/wiki/Q5172809","display_name":"Corrective feedback","level":2,"score":0.42250001430511475},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.38260000944137573},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.35670000314712524},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.35339999198913574},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34549999237060547},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.3434999883174896},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.3334999978542328},{"id":"https://openalex.org/C2780310539","wikidata":"https://www.wikidata.org/wiki/Q12547192","display_name":"Imperfect","level":2,"score":0.3215999901294708},{"id":"https://openalex.org/C56814567","wikidata":"https://www.wikidata.org/wiki/Q1323686","display_name":"Explicit knowledge","level":2,"score":0.3116999864578247},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.2989000082015991},{"id":"https://openalex.org/C7991579","wikidata":"https://www.wikidata.org/wiki/Q17955","display_name":"Criticism","level":2,"score":0.2935999929904938},{"id":"https://openalex.org/C147358964","wikidata":"https://www.wikidata.org/wiki/Q1200992","display_name":"Abstraction layer","level":3,"score":0.28369998931884766},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.2732999920845032},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26930001378059387},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.26159998774528503},{"id":"https://openalex.org/C2776291881","wikidata":"https://www.wikidata.org/wiki/Q6423378","display_name":"Knowledge level","level":2,"score":0.2547999918460846}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11263-026-02924-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11263-026-02924-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11263-026-02924-x.pdf","source":{"id":"https://openalex.org/S25538012","display_name":"International Journal of Computer Vision","issn_l":"0920-5691","issn":["0920-5691","1573-1405"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"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 Computer Vision","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11263-026-02924-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11263-026-02924-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11263-026-02924-x.pdf","source":{"id":"https://openalex.org/S25538012","display_name":"International Journal of Computer Vision","issn_l":"0920-5691","issn":["0920-5691","1573-1405"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"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 Computer Vision","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities","score":0.5099385976791382}],"awards":[{"id":"https://openalex.org/G1265821997","display_name":null,"funder_award_id":"62202137","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5831851531","display_name":"A Semantic 3D Energy Model for Prosumer With Integrated Photovoltaics Systems","funder_award_id":"101154277","funder_id":"https://openalex.org/F4320338438","funder_display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions"},{"id":"https://openalex.org/G6757293065","display_name":"\u8bed\u4e49\u6307\u5bfc\u4e0b\u57fa\u4e8e\u5c42\u6b21\u5316\u611f\u77e5\u7684\u5355\u76ee\u6df1\u5ea6\u4f30\u8ba1\u65b9\u6cd5\u7814\u7a76","funder_award_id":"LMS25F020009","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338438","display_name":"HORIZON EUROPE Marie Sklodowska-Curie Actions","ror":null},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7167722170.pdf","grobid_xml":"https://content.openalex.org/works/W7167722170.grobid-xml"},"referenced_works_count":43,"referenced_works":["https://openalex.org/W1602122992","https://openalex.org/W1861492603","https://openalex.org/W2117539524","https://openalex.org/W2340897893","https://openalex.org/W2565639579","https://openalex.org/W2739879705","https://openalex.org/W2750432752","https://openalex.org/W2887783173","https://openalex.org/W2959289524","https://openalex.org/W2963140444","https://openalex.org/W2963363373","https://openalex.org/W2982157312","https://openalex.org/W3015735225","https://openalex.org/W3034368386","https://openalex.org/W3105676814","https://openalex.org/W3110179775","https://openalex.org/W3164443777","https://openalex.org/W3177008256","https://openalex.org/W3177196641","https://openalex.org/W3203532272","https://openalex.org/W3204703845","https://openalex.org/W3206776650","https://openalex.org/W4214524539","https://openalex.org/W4221061906","https://openalex.org/W4226426325","https://openalex.org/W4285202066","https://openalex.org/W4312309807","https://openalex.org/W4312339251","https://openalex.org/W4366982391","https://openalex.org/W4386065380","https://openalex.org/W4390120148","https://openalex.org/W4390664235","https://openalex.org/W4390908058","https://openalex.org/W4391926995","https://openalex.org/W4401055721","https://openalex.org/W4402667890","https://openalex.org/W4402727638","https://openalex.org/W4408378579","https://openalex.org/W4410029682","https://openalex.org/W7133195708","https://openalex.org/W7133202832","https://openalex.org/W7160104878","https://openalex.org/W7160210951"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Existing":[1],"knowledge":[2,7,45,146],"distillation":[3,147],"methods":[4],"indiscriminately":[5],"transfer":[6],"from":[8,148],"teacher":[9,58,97],"networks,":[10],"including":[11],"output-level":[12,43],"decisional":[13],"biases,":[14],"i.e.,":[15],"incorrect":[16],"final":[17],"predictions":[18],"that":[19,37,155],"can":[20,157],"mislead":[21],"student":[22,26],"learning":[23,75],"and":[24,40,60,69,111,123,130],"limit":[25],"performance.":[27],"We":[28,77],"challenge":[29],"this":[30],"paradigm":[31],"by":[32,73],"proposing":[33],"BTKD++,":[34],"a":[35],"framework":[36],"systematically":[38],"filters":[39],"rectifies":[41],"teacher\u2019s":[42],"biased":[44],"into":[46,54],"corrective":[47,102],"signals.":[48],"Our":[49],"approach":[50],"partitions":[51],"training":[52],"data":[53],"Easy":[55],"Tasks":[56,62],"(correct":[57],"predictions)":[59],"Hard":[61],"(incorrect":[63],"predictions),":[64],"then":[65],"applies":[66],"bias":[67,91,162],"elimination":[68],"rectification":[70,92],"modules":[71],"orchestrated":[72],"dynamic":[74],"curriculum.":[76],"provide":[78],"an":[79],"interpretive":[80],"information-theoretic":[81],"abstraction":[82],"to":[83,151],"explain":[84],"the":[85],"observed":[86],"competence-threshold":[87],"phenomenon,":[88],"under":[89],"which":[90],"becomes":[93],"more":[94],"effective":[95],"when":[96,114],"errors":[98],"contain":[99],"sufficiently":[100],"structured":[101],"information.":[103],"BTKD++":[104],"demonstrates":[105],"broad":[106],"applicability":[107],"across":[108,127],"classification,":[109],"detection,":[110],"segmentation":[112],"tasks":[113],"task":[115],"outputs":[116],"are":[117],"equipped":[118],"with":[119],"suitable":[120],"probabilistic":[121],"interfaces,":[122],"shows":[124],"consistent":[125,136],"effectiveness":[126],"CNNs,":[128],"Transformers,":[129],"State-Space":[131],"Models.":[132],"Extensive":[133],"experiments":[134],"show":[135],"student-teacher":[137],"transcendence,":[138],"establishing":[139],"new":[140],"state-of-the-art":[141],"results.":[142],"This":[143],"work":[144],"redefines":[145],"blind":[149],"mimicry":[150],"critical":[152],"learning,":[153],"proving":[154],"students":[156],"surpass":[158],"teachers":[159],"through":[160],"principled":[161],"correction.":[163],"The":[164],"source":[165],"code":[166],"is":[167],"available":[168],"at":[169],"https://github.com/smartyige/BTKD":[170],".":[171]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-07-09T00:00:00"}