{"id":"https://openalex.org/W7164395940","doi":"https://doi.org/10.1111/cgf.70472","title":"I <scp>n</scp> F <scp>i</scp> C <scp>on</scp> D: Investigating Interactive No\u2010code Fine\u2010tuning with Concept\u2010based Knowledge Distillation","display_name":"I <scp>n</scp> F <scp>i</scp> C <scp>on</scp> D: Investigating Interactive No\u2010code Fine\u2010tuning with Concept\u2010based Knowledge Distillation","publication_year":2026,"publication_date":"2026-06-11","ids":{"openalex":"https://openalex.org/W7164395940","doi":"https://doi.org/10.1111/cgf.70472"},"language":"en","primary_location":{"id":"doi:10.1111/cgf.70472","is_oa":false,"landing_page_url":"https://doi.org/10.1111/cgf.70472","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","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/A5057053812","display_name":"Jinbin Huang","orcid":"https://orcid.org/0000-0002-8238-5439"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"J. Huang","raw_affiliation_strings":["Arizona State University  United States"],"raw_orcid":"https://orcid.org/0000-0002-8238-5439","affiliations":[{"raw_affiliation_string":"Arizona State University  United States","institution_ids":["https://openalex.org/I55732556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091314206","display_name":"Wenbin He","orcid":"https://orcid.org/0000-0002-5376-5803"},"institutions":[{"id":"https://openalex.org/I4210120115","display_name":"Robert Bosch (United States)","ror":"https://ror.org/02venad53","country_code":"US","type":"company","lineage":["https://openalex.org/I4210120115","https://openalex.org/I889804353"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"W. He","raw_affiliation_strings":["Bosch Research North America  United States"],"raw_orcid":"https://orcid.org/0000-0002-5376-5803","affiliations":[{"raw_affiliation_string":"Bosch Research North America  United States","institution_ids":["https://openalex.org/I4210120115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103084682","display_name":"Liang Gou","orcid":"https://orcid.org/0009-0006-9138-3351"},"institutions":[{"id":"https://openalex.org/I4210120115","display_name":"Robert Bosch (United States)","ror":"https://ror.org/02venad53","country_code":"US","type":"company","lineage":["https://openalex.org/I4210120115","https://openalex.org/I889804353"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. Gou","raw_affiliation_strings":["Bosch Research North America  United States"],"raw_orcid":"https://orcid.org/0009-0006-9138-3351","affiliations":[{"raw_affiliation_string":"Bosch Research North America  United States","institution_ids":["https://openalex.org/I4210120115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073167969","display_name":"Liu Ren","orcid":"https://orcid.org/0009-0002-1813-8844"},"institutions":[{"id":"https://openalex.org/I4210120115","display_name":"Robert Bosch (United States)","ror":"https://ror.org/02venad53","country_code":"US","type":"company","lineage":["https://openalex.org/I4210120115","https://openalex.org/I889804353"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"L. Ren","raw_affiliation_strings":["Bosch Research North America  United States"],"raw_orcid":"https://orcid.org/0009-0002-1813-8844","affiliations":[{"raw_affiliation_string":"Bosch Research North America  United States","institution_ids":["https://openalex.org/I4210120115"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043391973","display_name":"Chris Bryan","orcid":"https://orcid.org/0000-0003-2430-815X"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"C. Bryan","raw_affiliation_strings":["Arizona State University  United States"],"raw_orcid":"https://orcid.org/0000-0003-2430-815X","affiliations":[{"raw_affiliation_string":"Arizona State University  United States","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":3710,"currency":"USD","value_usd":3710},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.74871125,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.21940000355243683,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.21940000355243683,"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/T10533","display_name":"Teaching and Learning Programming","score":0.19339999556541443,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.05620000138878822,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/pipeline","display_name":"Pipeline (software)","score":0.7811999917030334},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.621999979019165},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.5896000266075134},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.49160000681877136},{"id":"https://openalex.org/keywords/knowledge-engineering","display_name":"Knowledge engineering","score":0.33709999918937683}],"concepts":[{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.7811999917030334},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7508999705314636},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.621999979019165},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.5896000266075134},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.49160000681877136},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3831000030040741},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37290000915527344},{"id":"https://openalex.org/C84685590","wikidata":"https://www.wikidata.org/wiki/Q1540472","display_name":"Knowledge engineering","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3066999912261963},{"id":"https://openalex.org/C174998907","wikidata":"https://www.wikidata.org/wiki/Q357662","display_name":"Work in process","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.2703000009059906}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1111/cgf.70472","is_oa":false,"landing_page_url":"https://doi.org/10.1111/cgf.70472","pdf_url":null,"source":{"id":"https://openalex.org/S67831204","display_name":"Computer Graphics Forum","issn_l":"0167-7055","issn":["0167-7055","1467-8659"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computer Graphics Forum","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2007972815","https://openalex.org/W2087061903","https://openalex.org/W2125215748","https://openalex.org/W2470139095","https://openalex.org/W2561196672","https://openalex.org/W2778359823","https://openalex.org/W2949973186","https://openalex.org/W2969224142","https://openalex.org/W2981441441","https://openalex.org/W2981819252","https://openalex.org/W2997006708","https://openalex.org/W3014972121","https://openalex.org/W3015735225","https://openalex.org/W3034368386","https://openalex.org/W3043350800","https://openalex.org/W3109582711","https://openalex.org/W3202452289","https://openalex.org/W3203532272","https://openalex.org/W3203598645","https://openalex.org/W4225907435","https://openalex.org/W4297252763","https://openalex.org/W4311120686","https://openalex.org/W4320002812","https://openalex.org/W4366547425","https://openalex.org/W4379929801","https://openalex.org/W4380479950","https://openalex.org/W4385987583","https://openalex.org/W4386065556","https://openalex.org/W4388624604","https://openalex.org/W4393153054","https://openalex.org/W4395663652","https://openalex.org/W4396827044","https://openalex.org/W7133185202","https://openalex.org/W7133215549"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Knowledge":[1],"distillation":[2,67,124],"is":[3,14,23],"a":[4,36,56],"widely":[5],"used":[6],"technique":[7],"whereby":[8],"knowledge":[9,66,123],"from":[10],"large":[11],"pre\u2010trained":[12],"models":[13,103],"transferred":[15],"into":[16],"smaller":[17],"student":[18,75,94,102],"models.":[19,76],"However,":[20],"this":[21,41],"process":[22,42,68],"non\u2010trivial":[24],"and":[25,29,45,69,90,125,133,139,153,157],"traditionally":[26],"requires":[27],"technical":[28],"theoretical":[30],"expertise":[31],"in":[32],"AI/ML.":[33],"We":[34,129],"investigate":[35],"visualization\u2010driven":[37,140],"strategy":[38],"for":[39],"making":[40],"more":[43],"accessible":[44,152],"intuitive":[46],"via":[47],"developing":[48],"I":[49,77,114,143],"n":[50,78,115,144],"F":[51,79,116,145],"i":[52,80,117,146],"C":[53,81,118,147],"on":[54,82,119,148],"D,":[55],"novel":[57],"tool":[58],"that":[59,113],"leverages":[60],"visual":[61,88],"concepts":[62,89],"to":[63],"scaffold":[64],"the":[65],"support":[70,151],"subsequent":[71,126],"no\u2010code":[72],"fine\u2010tuning":[73,100,127],"of":[74],"D's":[83],"backend":[84],"pipeline":[85],"extracts":[86],"text\u2010aligned":[87],"constructs":[91],"highly":[92],"interpretable":[93],"models;":[95],"its":[96],"frontend":[97],"supports":[98,122],"interactively":[99],"these":[101],"by":[104],"directly":[105],"manipulating":[106],"concept":[107],"influences.":[108],"Empirical":[109],"evaluations":[110],"help":[111],"validate":[112],"D":[120,149],"effectively":[121],"workflows.":[128],"additionally":[130],"discuss":[131],"insights":[132],"lessons":[134],"learned":[135],"about":[136],"how":[137],"human\u2010in\u2010the\u2010loop":[138],"approaches":[141],"like":[142],"can":[150],"adaptable":[154],"AI":[155],"explainability":[156],"model":[158],"distillation.":[159]},"counts_by_year":[],"updated_date":"2026-06-12T06:25:57.316018","created_date":"2026-06-12T00:00:00"}
