{"id":"https://openalex.org/W7160508384","doi":"https://doi.org/10.48550/arxiv.2605.04711","title":"Budget-aware Auto Optimizer Configurator","display_name":"Budget-aware Auto Optimizer Configurator","publication_year":2026,"publication_date":"2026-05-06","ids":{"openalex":"https://openalex.org/W7160508384","doi":"https://doi.org/10.48550/arxiv.2605.04711"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.04711","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04711","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.04711","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135634172","display_name":"Kang Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Kang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135629238","display_name":"Wei Peng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peng, Wei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5135614542","display_name":"Jianchen Hu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hu, Jianchen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.4851999878883362,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.4851999878883362,"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"}},{"id":"https://openalex.org/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.1695999950170517,"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/T11612","display_name":"Stochastic Gradient Optimization Techniques","score":0.07500000298023224,"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/configurator","display_name":"Configurator","score":0.5447999835014343},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.5062999725341797},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4984000027179718},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.48750001192092896},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4117000102996826},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.3959999978542328}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7652999758720398},{"id":"https://openalex.org/C2777210712","wikidata":"https://www.wikidata.org/wiki/Q15221050","display_name":"Configurator","level":2,"score":0.5447999835014343},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.5062999725341797},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4984000027179718},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.48750001192092896},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4117000102996826},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3959999978542328},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.39010000228881836},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3610000014305115},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.32350000739097595},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.32030001282691956},{"id":"https://openalex.org/C176649486","wikidata":"https://www.wikidata.org/wiki/Q2308807","display_name":"Memory management","level":3,"score":0.30660000443458557},{"id":"https://openalex.org/C125411270","wikidata":"https://www.wikidata.org/wiki/Q18653","display_name":"Encoding (memory)","level":2,"score":0.2994999885559082},{"id":"https://openalex.org/C2989134064","wikidata":"https://www.wikidata.org/wiki/Q288510","display_name":"Execution time","level":2,"score":0.27309998869895935},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.2667999863624573},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.25060001015663147}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.04711","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04711","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.04711","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.04711","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"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"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Optimizer":[0,48],"states":[1,31],"occupy":[2],"massive":[3],"GPU":[4],"memory":[5,53,103,131],"in":[6,12],"large-scale":[7],"model":[8],"training.":[9],"However,":[10],"gradients":[11],"different":[13],"network":[14],"blocks":[15,62],"exhibit":[16],"distinct":[17],"behaviors,":[18],"such":[19],"as":[20],"varying":[21],"directional":[22],"stability":[23],"and":[24,36,104,118],"scale":[25],"anisotropy,":[26],"implying":[27],"that":[28,75,122],"expensive":[29],"optimizer":[30,40,58,134],"are":[32],"not":[33],"universally":[34],"necessary":[35],"using":[37],"a":[38,94,108],"global":[39],"is":[41,138],"often":[42],"memory-inefficient.":[43],"We":[44],"propose":[45],"the":[46,77,130],"Budget-Aware":[47],"Configurator":[49],"(BAOC)":[50],"to":[51,60,71,98],"reduce":[52],"cost":[54],"by":[55],"assigning":[56],"suitable":[57],"configurations":[59,84],"individual":[61],"under":[63,102],"given":[64],"budgets.":[65],"Specifically,":[66],"BAOC":[67,123],"samples":[68],"gradient":[69],"streams":[70],"derive":[72],"statistical":[73],"metrics":[74],"quantify":[76],"potential":[78],"performance":[79],"risk":[80,101],"of":[81,133],"applying":[82],"cheaper":[83],"(e.g.,":[85],"low":[86],"precision":[87],"or":[88],"removing":[89],"momentum).":[90],"It":[91],"then":[92],"solves":[93],"constrained":[95],"allocation":[96],"problem":[97],"minimize":[99],"total":[100],"time":[105],"budgets,":[106],"selecting":[107],"budget-feasible":[109],"configuration":[110],"for":[111],"each":[112],"block.":[113],"Experiments":[114],"across":[115],"vision,":[116],"language,":[117],"diffusion":[119],"workloads":[120],"demonstrate":[121],"maintains":[124],"training":[125],"quality":[126],"while":[127],"significantly":[128],"reducing":[129],"usage":[132],"states.":[135],"The":[136],"code":[137],"available":[139],"at":[140],"https://anonymous.4open.science/r/BAOC-45C6.":[141]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-08T00:00:00"}
