{"id":"https://openalex.org/W7139010717","doi":"https://doi.org/10.1109/kst67832.2026.11431975","title":"HPC-MentorFlow: Strengthening Institutional HPC Competencies through an LLM-Enhanced Tutoring System","display_name":"HPC-MentorFlow: Strengthening Institutional HPC Competencies through an LLM-Enhanced Tutoring System","publication_year":2026,"publication_date":"2026-01-21","ids":{"openalex":"https://openalex.org/W7139010717","doi":"https://doi.org/10.1109/kst67832.2026.11431975"},"language":null,"primary_location":{"id":"doi:10.1109/kst67832.2026.11431975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst67832.2026.11431975","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 18th International Conference on Knowledge and Smart Technology (KST)","raw_type":"proceedings-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/A5114971421","display_name":"Samir El-Amrany","orcid":"https://orcid.org/0009-0007-2305-5185"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":true,"raw_author_name":"Samir El-amrany","raw_affiliation_strings":["University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016333981","display_name":"Viwan Jarerattanachat","orcid":"https://orcid.org/0000-0002-2361-8001"},"institutions":[{"id":"https://openalex.org/I14316845","display_name":"National Electronics and Computer Technology Center","ror":"https://ror.org/04z82ry91","country_code":"TH","type":"government","lineage":["https://openalex.org/I1332092204","https://openalex.org/I14316845"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Viwan Jarerattanachat","raw_affiliation_strings":["NSTDA Supercomputer Center (ThaiSC), National Electronics and Computer Technology Center (NECTEC),Tokyo,Japan"],"affiliations":[{"raw_affiliation_string":"NSTDA Supercomputer Center (ThaiSC), National Electronics and Computer Technology Center (NECTEC),Tokyo,Japan","institution_ids":["https://openalex.org/I14316845"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072267754","display_name":"Matthias R. Brust","orcid":"https://orcid.org/0000-0001-8155-0626"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Matthias R. Brust","raw_affiliation_strings":["University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050678956","display_name":"Johnatan E. Pecero","orcid":"https://orcid.org/0000-0002-2695-9960"},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Johnatan E. Pecero","raw_affiliation_strings":["University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan","institution_ids":["https://openalex.org/I186903577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078385736","display_name":"Apivadee Piyatumrong","orcid":"https://orcid.org/0000-0003-0432-5411"},"institutions":[{"id":"https://openalex.org/I4210096250","display_name":"Beijing Institute of Big Data Research","ror":"https://ror.org/00s1sz824","country_code":"CN","type":"facility","lineage":["https://openalex.org/I20231570","https://openalex.org/I37796252","https://openalex.org/I4210096250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Apivadee Piyatumrong","raw_affiliation_strings":["Big Data Institute (Public Organisation) (BDI),Thailand"],"affiliations":[{"raw_affiliation_string":"Big Data Institute (Public Organisation) (BDI),Thailand","institution_ids":["https://openalex.org/I4210096250"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5121773374","display_name":"Pascal Bouvry","orcid":null},"institutions":[{"id":"https://openalex.org/I186903577","display_name":"University of Luxembourg","ror":"https://ror.org/036x5ad56","country_code":"LU","type":"education","lineage":["https://openalex.org/I186903577"]}],"countries":["LU"],"is_corresponding":false,"raw_author_name":"Pascal Bouvry","raw_affiliation_strings":["University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan"],"affiliations":[{"raw_affiliation_string":"University of Luxembourg,Faculty of Science, Technology and Medicine (FSTM),Tokyo,Japan","institution_ids":["https://openalex.org/I186903577"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5114971421"],"corresponding_institution_ids":["https://openalex.org/I186903577"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.94185246,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"34","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.4287000000476837,"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"}},"topics":[{"id":"https://openalex.org/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.4287000000476837,"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/T12884","display_name":"Educational Assessment and Pedagogy","score":0.10610000044107437,"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"}},{"id":"https://openalex.org/T13844","display_name":"Higher Education Learning Practices","score":0.031099999323487282,"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/documentation","display_name":"Documentation","score":0.7554000020027161},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.6984000205993652},{"id":"https://openalex.org/keywords/curriculum","display_name":"Curriculum","score":0.593500018119812},{"id":"https://openalex.org/keywords/plan","display_name":"Plan (archaeology)","score":0.53329998254776},{"id":"https://openalex.org/keywords/tutor","display_name":"TUTOR","score":0.5029000043869019},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.3813999891281128},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.3725999891757965}],"concepts":[{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.7554000020027161},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.6984000205993652},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.593500018119812},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5350000262260437},{"id":"https://openalex.org/C2776505523","wikidata":"https://www.wikidata.org/wiki/Q4785468","display_name":"Plan (archaeology)","level":2,"score":0.53329998254776},{"id":"https://openalex.org/C2778371403","wikidata":"https://www.wikidata.org/wiki/Q7672049","display_name":"TUTOR","level":2,"score":0.5029000043869019},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.4934999942779541},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.44290000200271606},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3813999891281128},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.3725999891757965},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.32120001316070557},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3133000135421753},{"id":"https://openalex.org/C2779011557","wikidata":"https://www.wikidata.org/wiki/Q16911265","display_name":"Curriculum development","level":3,"score":0.29440000653266907},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.2897000014781952},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2793000042438507},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2709999978542328},{"id":"https://openalex.org/C31352089","wikidata":"https://www.wikidata.org/wiki/Q3750474","display_name":"Systems design","level":2,"score":0.2687999904155731},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.26579999923706055},{"id":"https://openalex.org/C2780554381","wikidata":"https://www.wikidata.org/wiki/Q2063340","display_name":"Sensemaking","level":2,"score":0.26269999146461487}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/kst67832.2026.11431975","is_oa":false,"landing_page_url":"https://doi.org/10.1109/kst67832.2026.11431975","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 18th International Conference on Knowledge and Smart Technology (KST)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.5187227129936218}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0,82],"development":[1],"of":[2,44],"skilled":[3],"professionals":[4],"for":[5],"diverse":[6],"High-Performance":[7],"Computing":[8],"(HPC)":[9],"environments":[10],"is":[11,61,84,111],"a":[12,119,129],"substantial":[13],"barrier":[14],"to":[15,46,52,102],"progress":[16],"in":[17,72,128],"both":[18],"scientific":[19],"and":[20,35,41,116,136,148],"industrial":[21],"areas.":[22],"We":[23,139],"present":[24],"HPC-MentorFlow,":[25],"an":[26,62,112,141],"LLM-based":[27],"tutoring":[28],"system":[29,114],"codesigned":[30],"by":[31,86],"the":[32,42],"National":[33],"Electronics":[34],"Computer":[36],"Technology":[37],"Center":[38],"(NECTEC),":[39],"Thailand,":[40],"University":[43],"Luxembourg":[45],"deliver":[47],"adaptive,":[48],"accreditation-ready":[49],"training":[50],"tailored":[51],"local":[53],"HPC":[54,58],"setups.":[55],"Unlike":[56],"generic":[57],"courses,":[59],"HPC-MentorFlow":[60],"LLM":[63],"tutor":[64],"with":[65,75,98],"Retrieval-Augmented":[66],"Generation":[67],"(RAG)":[68],"that":[69,93,132],"grounds":[70],"explanations":[71],"institutional":[73,134,149],"documentation":[74,135],"inline":[76],"citations,":[77],"ensuring":[78],"verifiable,":[79],"localised":[80],"guidance.":[81],"curriculum":[83],"driven":[85],"capability":[87],"profiles":[88],"based":[89],"on":[90,145],"labour-market":[91],"demands":[92],"yield":[94],"role-based":[95],"learning":[96,146],"paths":[97],"mastery":[99],"checks":[100],"mapped":[101],"Bloom's":[103],"taxonomy,":[104],"enabling":[105],"accreditation-ready,":[106],"competencybased":[107],"progression.":[108,138],"This":[109],"work":[110],"educational":[113],"design":[115],"prototype,":[117],"not":[118],"performance":[120],"benchmarking":[121],"or":[122],"simulation":[123],"study.":[124],"Our":[125],"contribution":[126],"lies":[127],"pedagogy-first":[130],"architecture":[131],"embeds":[133],"competency-based":[137],"outline":[140],"evaluation":[142],"plan":[143],"focused":[144],"outcomes":[147],"deployability.":[150]},"counts_by_year":[],"updated_date":"2026-03-20T20:54:20.808490","created_date":"2026-03-20T00:00:00"}
