{"id":"https://openalex.org/W7134832657","doi":"https://doi.org/10.48550/arxiv.2603.08181","title":"AutoAdapt: An Automated Domain Adaptation Framework for LLMs","display_name":"AutoAdapt: An Automated Domain Adaptation Framework for LLMs","publication_year":2026,"publication_date":"2026-03-09","ids":{"openalex":"https://openalex.org/W7134832657","doi":"https://doi.org/10.48550/arxiv.2603.08181"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.08181","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5128684570","display_name":"Sidharth Sinha","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Sinha, Sidharth","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079643615","display_name":"Anson Bastos","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bastos, Anson","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128690227","display_name":"Xuchao Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Xuchao","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128687825","display_name":"Akshay Nambi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nambi, Akshay","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128652386","display_name":"Chetan Bansal","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bansal, Chetan","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5128666563","display_name":"Saravan Rajmohan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rajmohan, Saravan","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5128684570"],"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.36739999055862427,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.36739999055862427,"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/T10028","display_name":"Topic Modeling","score":0.25290000438690186,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.12039999663829803,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.7940999865531921},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.6880000233650208},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.6313999891281128},{"id":"https://openalex.org/keywords/subject-matter-expert","display_name":"Subject-matter expert","score":0.536899983882904},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.48739999532699585},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.46219998598098755},{"id":"https://openalex.org/keywords/transferability","display_name":"Transferability","score":0.38260000944137573}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.7940999865531921},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7932000160217285},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.7034000158309937},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.6880000233650208},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.6313999891281128},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5414000153541565},{"id":"https://openalex.org/C105002631","wikidata":"https://www.wikidata.org/wiki/Q4833645","display_name":"Subject-matter expert","level":3,"score":0.536899983882904},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.48739999532699585},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.46219998598098755},{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.38260000944137573},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3499000072479248},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.3221000134944916},{"id":"https://openalex.org/C2777655017","wikidata":"https://www.wikidata.org/wiki/Q1501161","display_name":"Toolbox","level":2,"score":0.3172000050544739},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.30059999227523804},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.2872999906539917},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.2590000033378601},{"id":"https://openalex.org/C2781002164","wikidata":"https://www.wikidata.org/wiki/Q6822311","display_name":"Meta learning (computer science)","level":3,"score":0.258899986743927},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C114073186","wikidata":"https://www.wikidata.org/wiki/Q2631895","display_name":"Automated planning and scheduling","level":2,"score":0.25290000438690186},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.2524000108242035}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.08181","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.08181","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.08181","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.08181","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"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":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"excel":[4],"in":[5,10,116],"open":[6],"domains":[7],"but":[8],"struggle":[9],"specialized":[11],"settings":[12],"with":[13,68,174],"limited":[14],"data":[15,38,130],"and":[16,33,39,53,85,97,119,128,132],"evolving":[17],"knowledge.":[18],"Existing":[19],"domain":[20,88],"adaptation":[21,64],"practices":[22,134],"rely":[23],"heavily":[24],"on":[25],"manual":[26],"trial-and-error":[27],"processes,":[28],"incur":[29],"significant":[30],"hyperparameter":[31,56],"complexity,":[32],"are":[34],"highly":[35],"sensitive":[36],"to":[37,100,124],"user":[40,126],"preferences,":[41],"all":[42],"under":[43,142],"the":[44,51,106,136],"high":[45],"cost":[46],"of":[47,55],"LLM":[48,87],"training.":[49],"Moreover,":[50],"interactions":[52],"transferability":[54],"choices":[57],"across":[58],"models/domains":[59],"remain":[60],"poorly":[61],"understood,":[62],"making":[63],"gains":[65],"uncertain":[66],"even":[67],"substantial":[69],"effort.":[70],"To":[71,104,139],"solve":[72],"these":[73],"challenges,":[74],"we":[75,109,145],"present":[76],"AutoAdapt,":[77],"a":[78,111,148,162],"novel":[79,112,149],"end-to-end":[80],"automated":[81],"framework":[82],"for":[83],"efficient":[84],"reliable":[86],"adaptation.":[89],"AutoAdapt":[90,160],"leverages":[91],"curated":[92],"knowledge":[93],"bases":[94],"from":[95],"literature":[96],"open-source":[98],"resources":[99],"reduce":[101],"expert":[102],"intervention.":[103],"narrow":[105],"search":[107],"space,":[108],"design":[110],"multi-agent":[113],"debating":[114],"system":[115],"which":[117],"proposal":[118],"critic":[120],"agents":[121],"iteratively":[122],"interact":[123],"align":[125],"intent":[127],"incorporate":[129],"signals":[131],"best":[133],"into":[135],"planning":[137],"process.":[138],"optimize":[140],"hyperparameters":[141],"tight":[143],"budgets,":[144],"propose":[146],"AutoRefine,":[147],"LLM-based":[150],"surrogate":[151],"that":[152],"replaces":[153],"costly":[154],"black-box":[155],"search.":[156],"Across":[157],"10":[158],"tasks,":[159],"achieves":[161],"25%":[163],"average":[164],"relative":[165],"accuracy":[166],"improvement":[167],"over":[168],"state-of-the-art":[169],"Automated":[170],"Machine":[171],"Learning":[172],"baselines":[173],"minimal":[175],"overhead.":[176]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2026-03-11T00:00:00"}
