{"id":"https://openalex.org/W7140617524","doi":"https://doi.org/10.48550/arxiv.2603.24402","title":"AI-Supervisor: Autonomous AI Research Supervision via a Persistent Research World Model","display_name":"AI-Supervisor: Autonomous AI Research Supervision via a Persistent Research World Model","publication_year":2026,"publication_date":"2026-03-25","ids":{"openalex":"https://openalex.org/W7140617524","doi":"https://doi.org/10.48550/arxiv.2603.24402"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2603.24402","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.24402","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":false,"raw_source_name":null,"raw_type":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.24402","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130714483","display_name":"Yunbo Long","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Long, Yunbo","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5130714483"],"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/T11986","display_name":"Scientific Computing and Data Management","score":0.4433000087738037,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T11986","display_name":"Scientific Computing and Data Management","score":0.4433000087738037,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/T10028","display_name":"Topic Modeling","score":0.1006999984383583,"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/T11937","display_name":"Research Data Management Practices","score":0.05139999836683273,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/orchestration","display_name":"Orchestration","score":0.7354000210762024},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5902000069618225},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.5174000263214111},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5002999901771545},{"id":"https://openalex.org/keywords/mirroring","display_name":"Mirroring","score":0.4657000005245209},{"id":"https://openalex.org/keywords/security-token","display_name":"Security token","score":0.46230000257492065}],"concepts":[{"id":"https://openalex.org/C199168358","wikidata":"https://www.wikidata.org/wiki/Q3367000","display_name":"Orchestration","level":3,"score":0.7354000210762024},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7006999850273132},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5902000069618225},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.5174000263214111},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5002999901771545},{"id":"https://openalex.org/C189645446","wikidata":"https://www.wikidata.org/wiki/Q350865","display_name":"Mirroring","level":2,"score":0.4657000005245209},{"id":"https://openalex.org/C48145219","wikidata":"https://www.wikidata.org/wiki/Q1335365","display_name":"Security token","level":2,"score":0.46230000257492065},{"id":"https://openalex.org/C2777617010","wikidata":"https://www.wikidata.org/wiki/Q18957","display_name":"Mainstream","level":2,"score":0.414000004529953},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38019999861717224},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36070001125335693},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2888000011444092},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.28630000352859497},{"id":"https://openalex.org/C13687954","wikidata":"https://www.wikidata.org/wiki/Q4826847","display_name":"Autonomous agent","level":2,"score":0.28049999475479126},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.2766000032424927},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.25440001487731934}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2603.24402","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.24402","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":"doi:10.48550/arxiv.2603.24402","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.24402","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":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":{"Existing":[0],"automated":[1],"research":[2,19,59,86,133],"systems":[3],"operate":[4,218],"as":[5,100,114],"stateless,":[6],"linear":[7],"pipelines":[8],"--":[9,65,78],"generating":[10],"outputs":[11],"without":[12,29],"maintaining":[13],"any":[14],"persistent":[15],"understanding":[16,130],"of":[17,85,131],"the":[18,132,158,232],"landscape":[20],"they":[21],"navigate.":[22],"They":[23],"process":[24],"papers":[25],"sequentially,":[26],"propose":[27],"ideas":[28],"structured":[30,129],"gap":[31,70,143],"analysis,":[32],"and":[33,75,82,110,120,125,156,176,185,194],"lack":[34],"mechanisms":[35],"for":[36,191],"agents":[37,55,119,122,217],"to":[38,123,231],"verify,":[39],"challenge,":[40],"or":[41],"refine":[42],"each":[43,161],"other's":[44],"findings.":[45],"We":[46],"present":[47],"\\textbf{AI-Supervisor},":[48],"a":[49,93,101,128,220],"multi-agent":[50],"orchestration":[51],"framework":[52,136],"where":[53,223],"specialized":[54],"provide":[56],"end-to-end":[57],"AI":[58],"supervision":[60],"driven":[61],"by":[62,200,209],"human":[63],"interests":[64],"from":[66,212],"literature":[67],"review":[68],"through":[69,79],"discovery,":[71],"method":[72],"development,":[73],"evaluation,":[74],"paper":[76],"writing":[77],"autonomous":[80],"exploration":[81],"self-correcting":[83],"updates":[84],"knowledge.":[87],"Unlike":[88],"sequential":[89],"pipelines,":[90],"AI-Supervisor":[91],"maintains":[92],"continuously":[94],"evolving":[95],"\\emph{Research":[96],"World":[97,234],"Model},":[98],"implemented":[99],"Knowledge":[102],"Graph,":[103],"that":[104,145,168,204],"captures":[105],"methods,":[106],"benchmarks,":[107,155],"known":[108],"limitations,":[109],"unexplored":[111],"gaps,":[112],"serving":[113],"shared":[115],"memory":[116],"across":[117,154],"all":[118],"enabling":[121],"explore":[124],"build":[126],"upon":[127],"landscape.":[134],"The":[135],"introduces":[137],"three":[138],"architectural":[139],"contributions:":[140],"(1)":[141],"\\emph{structured":[142],"discovery}":[144],"decomposes":[146],"methods":[147],"into":[148],"core":[149],"modules,":[150],"validates":[151],"their":[152],"performance":[153],"maps":[157],"specific":[159],"gaps":[160],"module":[162],"creates;":[163],"(2)":[164],"\\emph{self-correcting":[165],"discovery":[166],"loops}":[167,198],"probe":[169],"why":[170],"modules":[171,208],"succeed":[172],"on":[173,178],"certain":[174],"problems":[175],"fail":[177],"others,":[179],"whether":[180,186],"benchmarks":[181],"carry":[182],"hidden":[183],"biases,":[184],"evaluation":[187],"protocols":[188],"remain":[189],"adequate":[190],"emerging":[192],"challenges;":[193],"(3)":[195],"\\emph{self-improving":[196],"development":[197],"governed":[199],"cross-domain":[201],"mechanism":[202],"search":[203],"iteratively":[205],"targets":[206],"failing":[207],"finding":[210],"solutions":[211],"other":[213],"scientific":[214],"fields.":[215],"All":[216],"under":[219],"\\emph{consensus":[221],"mechanism}":[222],"independent":[224],"findings":[225],"are":[226],"corroborated":[227],"before":[228],"being":[229],"committed":[230],"Research":[233],"Model.":[235]},"counts_by_year":[],"updated_date":"2026-03-28T06:11:35.319607","created_date":"2026-03-27T00:00:00"}