{"id":"https://openalex.org/W7125374811","doi":"https://doi.org/10.1145/3784828.3785252","title":"Explainable AI-Guided Genetic Algorithms for Efficient Software Automatic Tuning","display_name":"Explainable AI-Guided Genetic Algorithms for Efficient Software Automatic Tuning","publication_year":2026,"publication_date":"2026-01-22","ids":{"openalex":"https://openalex.org/W7125374811","doi":"https://doi.org/10.1145/3784828.3785252"},"language":null,"primary_location":{"id":"doi:10.1145/3784828.3785252","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3784828.3785252","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":"Proceedings of the Supercomputing Asia and International Conference on High Performance Computing in Asia Pacific Region Workshops","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3784828.3785252","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112185560","display_name":"T Katayama","orcid":null},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Toshinobu Katayama","raw_affiliation_strings":["Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan"],"raw_orcid":"https://orcid.org/0009-0005-3735-1159","affiliations":[{"raw_affiliation_string":"Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009492561","display_name":"Masatoshi Kawai","orcid":"https://orcid.org/0009-0003-1454-202X"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Masatoshi Kawai","raw_affiliation_strings":["Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan"],"raw_orcid":"https://orcid.org/0009-0003-1454-202X","affiliations":[{"raw_affiliation_string":"Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017079169","display_name":"Yoichi Shimomura","orcid":null},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoichi Shimomura","raw_affiliation_strings":["Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan"],"raw_orcid":"https://orcid.org/0009-0008-3231-2179","affiliations":[{"raw_affiliation_string":"Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066624383","display_name":"Keichi Takahashi","orcid":"https://orcid.org/0000-0002-1607-5694"},"institutions":[{"id":"https://openalex.org/I56624758","display_name":"Kansai University","ror":"https://ror.org/03xg1f311","country_code":"JP","type":"education","lineage":["https://openalex.org/I56624758"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keichi Takahashi","raw_affiliation_strings":["D3 Center, Osaka University, Osaka, Kansai, Japan"],"raw_orcid":"https://orcid.org/0000-0002-1607-5694","affiliations":[{"raw_affiliation_string":"D3 Center, Osaka University, Osaka, Kansai, Japan","institution_ids":["https://openalex.org/I56624758"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5123627006","display_name":"Hiroyuki Takizawa","orcid":null},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hiroyuki Takizawa","raw_affiliation_strings":["Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan"],"raw_orcid":"https://orcid.org/0000-0003-2858-3140","affiliations":[{"raw_affiliation_string":"Gradiuate School of Information Sciences, Tohoku University, Sendai, Miyagi, Japan","institution_ids":["https://openalex.org/I201537933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"186","last_page":"197"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.19509999454021454,"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/T10462","display_name":"Reinforcement Learning in Robotics","score":0.19509999454021454,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.16820000112056732,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.08389999717473984,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7694000005722046},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.6984999775886536},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5559999942779541},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5234000086784363},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.513700008392334},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.512499988079071}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7694000005722046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7287999987602234},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.6984999775886536},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5559999942779541},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5234000086784363},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.513700008392334},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.512499988079071},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5115000009536743},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5008999705314636},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.44699999690055847},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39309999346733093},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.37929999828338623},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2962000072002411},{"id":"https://openalex.org/C157524613","wikidata":"https://www.wikidata.org/wiki/Q2828883","display_name":"Fine-tuning","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C2984968299","wikidata":"https://www.wikidata.org/wiki/Q1077784","display_name":"Software tool","level":3,"score":0.25859999656677246},{"id":"https://openalex.org/C139143892","wikidata":"https://www.wikidata.org/wiki/Q7441615","display_name":"Search-based software engineering","level":5,"score":0.2563000023365021}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3784828.3785252","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3784828.3785252","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":"Proceedings of the Supercomputing Asia and International Conference on High Performance Computing in Asia Pacific Region Workshops","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3784828.3785252","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3784828.3785252","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":"Proceedings of the Supercomputing Asia and International Conference on High Performance Computing in Asia Pacific Region Workshops","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1559046379","https://openalex.org/W1678356000","https://openalex.org/W1987767328","https://openalex.org/W2012132549","https://openalex.org/W2098964861","https://openalex.org/W2108862644","https://openalex.org/W2122689321","https://openalex.org/W2125847307","https://openalex.org/W2295598076","https://openalex.org/W2891503716","https://openalex.org/W2911964244","https://openalex.org/W2948056727","https://openalex.org/W2961619211","https://openalex.org/W2964060211","https://openalex.org/W4318541553","https://openalex.org/W4401017876","https://openalex.org/W4406047688"],"related_works":[],"abstract_inverted_index":{"This":[0],"work":[1],"addresses":[2],"the":[3,92,103],"challenge":[4],"of":[5,39,105],"efficiently":[6],"tuning":[7,24,70],"performance":[8],"parameters":[9],"in":[10,32],"high-performance":[11],"computing":[12],"programs":[13],"using":[14],"Genetic":[15],"Algorithms":[16],"(GA)":[17],"augmented":[18],"with":[19],"machine-learning-based":[20],"cost":[21],"models.":[22],"Conventional":[23],"methods":[25],"suffer":[26],"from":[27],"slow":[28],"convergence":[29,83],"and":[30,48,67,74,84,94],"entrapment":[31],"local":[33],"optima,":[34],"partly":[35],"due":[36],"to":[37,90,97],"underutilization":[38],"relationships":[40],"learned":[41],"by":[42],"complex":[43],"\u201cblack-box\u201d":[44],"models":[45],"between":[46],"feature":[47],"predicted":[49],"performance.":[50],"To":[51],"overcome":[52],"this,":[53],"we":[54],"propose":[55],"a":[56],"method":[57],"that":[58,78],"integrates":[59],"eXplainable":[60],"AI":[61],"(XAI).":[62],"Evaluations":[63],"on":[64],"benchmark":[65],"problems":[66],"real-world":[68],"program":[69],"tasks,":[71],"including":[72],"MobileNet-V2":[73],"ResNet-50":[75],"inference,":[76],"demonstrate":[77],"our":[79],"approach":[80],"significantly":[81],"accelerates":[82],"improves":[85],"solution":[86],"quality,":[87],"achieving":[88],"up":[89],"twice":[91],"speed":[93],"quality":[95],"compared":[96],"baseline":[98],"methods.":[99],"These":[100],"results":[101],"confirm":[102],"effectiveness":[104],"incorporating":[106],"XAI-derived":[107],"insights":[108],"into":[109],"GA-based":[110],"automatic":[111],"tuning.":[112]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2026-01-23T00:00:00"}