{"id":"https://openalex.org/W7204201371","doi":"https://doi.org/10.48550/arxiv.2608.21584","title":"Data-Driven Dynamic Algorithm Dispatch with Large Language Models","display_name":"Data-Driven Dynamic Algorithm Dispatch with Large Language Models","publication_year":2026,"publication_date":"2026-08-21","ids":{"openalex":"https://openalex.org/W7204201371","doi":"https://doi.org/10.48550/arxiv.2608.21584"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.21584","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.21584","pdf_url":"https://arxiv.org/pdf/2608.21584","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.21584","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148172298","display_name":"Rushil Shah","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405258931","display_name":"MIT Computer Science and Artificial Intelligence Laboratory","ror":"https://ror.org/01e85r662","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shah, Rushil","raw_affiliation_strings":["Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA","institution_ids":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060880679","display_name":"Emmanuel Luj\u00e1n","orcid":"https://orcid.org/0000-0002-5945-4766","observed_orcids":["https://orcid.org/0000-0002-5945-4766"]},"institutions":[{"id":"https://openalex.org/I4405258931","display_name":"MIT Computer Science and Artificial Intelligence Laboratory","ror":"https://ror.org/01e85r662","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lujan, Emmanuel","raw_affiliation_strings":["Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA","institution_ids":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013947843","display_name":"Rabab Alomairy","orcid":"https://orcid.org/0000-0001-9911-6094","observed_orcids":["https://orcid.org/0000-0001-9911-6094"]},"institutions":[{"id":"https://openalex.org/I4405258931","display_name":"MIT Computer Science and Artificial Intelligence Laboratory","ror":"https://ror.org/01e85r662","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alomairy, Rabab","raw_affiliation_strings":["Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA","institution_ids":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029673947","display_name":"Alan S. Edelman","orcid":"https://orcid.org/0000-0001-7676-3133","observed_orcids":["https://orcid.org/0000-0001-7676-3133"]},"institutions":[{"id":"https://openalex.org/I4405258931","display_name":"MIT Computer Science and Artificial Intelligence Laboratory","ror":"https://ror.org/01e85r662","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]},{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Edelman, Alan","raw_affiliation_strings":["Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science & Artificial Intelligence Laboratory , Massachusetts Institute of Technology , USA","institution_ids":["https://openalex.org/I4405258931","https://openalex.org/I63966007"]}]}],"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":true,"cited_by_count":0,"citation_normalized_percentile":null,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.5800999999046326,"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"}},"topics":[{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.5800999999046326,"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/T10792","display_name":"Matrix Theory and Algorithms","score":0.3285999894142151,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/T11697","display_name":"Numerical Methods and Algorithms","score":0.009999999776482582,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/large-language-models","display_name":"large language models","score":0.800000011920929},{"id":"https://openalex.org/keywords/prompt-engineering","display_name":"prompt engineering","score":0.9290000200271606},{"id":"https://openalex.org/keywords/llama-3","display_name":"Llama 3","score":0.949999988079071},{"id":"https://openalex.org/keywords/lu-decomposition","display_name":"LU decomposition","score":0.8600000143051147},{"id":"https://openalex.org/keywords/performance-database","display_name":"performance database","score":0.7549999952316284}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.803600013256073},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.7867000102996826},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7530999779701233},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5663999915122986},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.51419997215271},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41110000014305115},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.36880001425743103},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35280001163482666},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3449999988079071},{"id":"https://openalex.org/C187834632","wikidata":"https://www.wikidata.org/wiki/Q188804","display_name":"Factorization","level":2,"score":0.3370000123977661},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.29750001430511475},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.2973000109195709},{"id":"https://openalex.org/C311688","wikidata":"https://www.wikidata.org/wiki/Q2393193","display_name":"Time complexity","level":2,"score":0.28209999203681946},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.27799999713897705},{"id":"https://openalex.org/C41045048","wikidata":"https://www.wikidata.org/wiki/Q202843","display_name":"Linear programming","level":2,"score":0.26969999074935913},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26930001378059387},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.26919999718666077}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2608.21584","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.21584","pdf_url":"https://arxiv.org/pdf/2608.21584","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2608.21584","doi":"https://doi.org/10.48550/arxiv.2608.21584","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2608.21584","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.21584","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.21584","pdf_url":"https://arxiv.org/pdf/2608.21584","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204201371.pdf","grobid_xml":"https://content.openalex.org/works/W7204201371.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W18506141","https://openalex.org/W7095191976","https://openalex.org/W2122857302","https://openalex.org/W2126667578","https://openalex.org/W1641794924","https://openalex.org/W4415250929","https://openalex.org/W2951423488","https://openalex.org/W2997464537","https://openalex.org/W7095386175","https://openalex.org/W2949499777"],"abstract_inverted_index":{"We":[0],"introduce":[1],"a":[2,26],"large":[3],"language":[4],"model":[5,31],"(LLM)-driven":[6],"approach":[7],"for":[8,75],"generating":[9],"dynamic":[10],"algorithmic":[11,44,76],"dispatch":[12],"heuristics":[13,36],"in":[14],"high-performance":[15],"linear":[16,85],"algebra.":[17],"By":[18],"combining":[19],"prompt":[20],"engineering":[21],"with":[22],"LLaMA":[23],"3":[24],"and":[25,78],"curated":[27],"performance":[28],"database,":[29],"the":[30,53,66,71,79],"learns":[32],"to":[33,41,56],"synthesize":[34],"selection":[35],"that":[37],"exploit":[38],"structural":[39],"patterns":[40],"identify":[42],"fast":[43,84],"choices.":[45],"A":[46],"case":[47],"study":[48],"on":[49],"LU":[50],"factorization":[51],"demonstrates":[52],"model's":[54],"ability":[55],"replicate":[57],"expert-designed":[58],"strategies.":[59],"This":[60],"work,":[61],"developed":[62],"as":[63],"part":[64],"of":[65,73,81],"DARPA-MIT":[67],"SmartSolve":[68],"project,":[69],"highlights":[70],"promise":[72],"LLMs":[74],"discovery":[77],"development":[80],"more":[82],"adaptive,":[83],"algebra":[86],"software.":[87]},"counts_by_year":[],"updated_date":"2026-11-05T12:25:35.769452","created_date":"2026-08-26T00:00:00"}
