{"id":"https://openalex.org/W7116417221","doi":"https://doi.org/10.1145/3750720.3757300","title":"BanditWare Extension: A Contextual Bandit-based Framework for Hardware Prediction with Model Selection","display_name":"BanditWare Extension: A Contextual Bandit-based Framework for Hardware Prediction with Model Selection","publication_year":2025,"publication_date":"2025-09-08","ids":{"openalex":"https://openalex.org/W7116417221","doi":"https://doi.org/10.1145/3750720.3757300"},"language":null,"primary_location":{"id":"doi:10.1145/3750720.3757300","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3750720.3757300","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Workshop Proceedings of the 54th International Conference on Parallel Processing","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3750720.3757300","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109799967","display_name":"Ravi Shende","orcid":null},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ravi Shende","raw_affiliation_strings":["University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA"],"affiliations":[{"raw_affiliation_string":"University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA","institution_ids":["https://openalex.org/I181653535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071061825","display_name":"Tain\u00e3 Coleman","orcid":"https://orcid.org/0000-0002-0982-1919"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tain\u00e3 Coleman","raw_affiliation_strings":["University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA"],"affiliations":[{"raw_affiliation_string":"University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA","institution_ids":["https://openalex.org/I181653535"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109799966","display_name":"Hena Ahmed","orcid":"https://orcid.org/0000-0003-4532-0334"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hena Ahmed","raw_affiliation_strings":["University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA"],"affiliations":[{"raw_affiliation_string":"University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA","institution_ids":["https://openalex.org/I181653535"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ismael Perez","orcid":"https://orcid.org/0009-0004-9306-5790"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ismael Perez","raw_affiliation_strings":["University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA"],"affiliations":[{"raw_affiliation_string":"University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA","institution_ids":["https://openalex.org/I181653535"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028701796","display_name":"\u0130lkay Alt\u0131nta\u015f","orcid":"https://orcid.org/0000-0002-2196-0305"},"institutions":[{"id":"https://openalex.org/I181653535","display_name":"San Diego Supercomputer Center","ror":"https://ror.org/04mg3nk07","country_code":"US","type":"facility","lineage":["https://openalex.org/I181653535","https://openalex.org/I36258959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"\u0130lkay Altinta\u015f","raw_affiliation_strings":["University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA"],"affiliations":[{"raw_affiliation_string":"University of California, San Diego (UCSD), San Diego, USA and San Diego Supercomputer Center (SDSC), San Diego, USA","institution_ids":["https://openalex.org/I181653535"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5109799967"],"corresponding_institution_ids":["https://openalex.org/I181653535"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.69037411,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"195","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.18369999527931213,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.18369999527931213,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.14630000293254852,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.11330000311136246,"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/resource","display_name":"Resource (disambiguation)","score":0.6137999892234802},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.4837999939918518},{"id":"https://openalex.org/keywords/resource-allocation","display_name":"Resource allocation","score":0.4377000033855438},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.39719998836517334},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.33709999918937683},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.3140999972820282},{"id":"https://openalex.org/keywords/predictive-modelling","display_name":"Predictive modelling","score":0.3046000003814697}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7615000009536743},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.6137999892234802},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5483999848365784},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.4837999939918518},{"id":"https://openalex.org/C29202148","wikidata":"https://www.wikidata.org/wiki/Q287260","display_name":"Resource allocation","level":2,"score":0.4377000033855438},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.39719998836517334},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.33709999918937683},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.32919999957084656},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3188999891281128},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.3140999972820282},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2957000136375427},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.29409998655319214},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2881999909877777},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.2840999960899353},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28130000829696655},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2768999934196472},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27309998869895935},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2728999853134155},{"id":"https://openalex.org/C19527686","wikidata":"https://www.wikidata.org/wiki/Q1665453","display_name":"System integration","level":2,"score":0.26589998602867126},{"id":"https://openalex.org/C2777958785","wikidata":"https://www.wikidata.org/wiki/Q17120940","display_name":"Resource efficiency","level":2,"score":0.257999986410141},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2549999952316284},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.2533999979496002}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3750720.3757300","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3750720.3757300","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Workshop Proceedings of the 54th International Conference on Parallel Processing","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3750720.3757300","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3750720.3757300","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Workshop Proceedings of the 54th International Conference on Parallel Processing","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2164035499","display_name":null,"funder_award_id":"2134904","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6003409357","display_name":null,"funder_award_id":"2112167","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G8835339906","display_name":null,"funder_award_id":"2333609","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G898084569","display_name":null,"funder_award_id":"2120019","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":1,"referenced_works":["https://openalex.org/W4206275166"],"related_works":[],"abstract_inverted_index":{"Distributed":[0],"computing":[1],"systems":[2,25],"are":[3],"essential":[4],"for":[5,57,66,104,115],"meeting":[6],"the":[7,42,53,70,113,127,140],"demands":[8],"of":[9,44,79,121,142],"modern":[10],"HPC":[11],"applications,":[12],"yet":[13],"effectively":[14],"utilizing":[15],"distributed":[16],"environments":[17],"presents":[18],"significant":[19],"challenges.":[20],"Resource":[21],"misallocation":[22],"in":[23],"shared":[24],"can":[26],"lead":[27],"to":[28,83,98,117,129,136],"resource":[29,85],"contention,":[30],"degraded":[31],"performance,":[32],"priority":[33],"inversion,":[34],"inefficient":[35],"utilization,":[36],"and":[37],"environmental":[38],"impact.":[39],"We":[40],"extend":[41],"capabilities":[43],"BanditWare,":[45],"an":[46],"online":[47],"recommendation":[48],"system":[49],"that":[50],"dynamically":[51],"selects":[52],"most":[54],"suitable":[55],"hardware":[56],"applications":[58,144],"using":[59,119],"a":[60,99],"contextual":[61],"multi-armed":[62],"bandit":[63],"algorithm.":[64],"Designed":[65],"seamless":[67],"integration":[68],"with":[69,126],"National":[71],"Data":[72],"Platform":[73],"(NDP)":[74],"[2],":[75],"BanditWare":[76,95,116,135],"enables":[77],"users":[78],"all":[80],"experience":[81],"levels":[82],"optimize":[84],"allocation":[86],"efficiently":[87],"while":[88,145],"prioritizing":[89],"low":[90],"runtimes.":[91],"In":[92,108],"previous":[93],"work,":[94],"was":[96],"limited":[97],"linear":[100],"regression":[101],"backend":[102],"model":[103,124,131],"runtime":[105],"prediction":[106],"[4].":[107],"this":[109],"extension,":[110],"we":[111],"introduce":[112],"ability":[114,128],"run":[118],"one":[120],"several":[122],"available":[123],"types":[125],"specify":[130],"hyperparameters.":[132],"This":[133],"allows":[134],"more":[137],"accurately":[138],"predict":[139],"behaviors":[141],"complex":[143],"maintaining":[146],"its":[147],"lightweight":[148],"base":[149],"whenever":[150],"possible.":[151]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-12-21T00:00:00"}