{"id":"https://openalex.org/W7162636055","doi":"https://doi.org/10.48550/arxiv.2605.27905","title":"AI Research Agents Narrow Scientific Exploration","display_name":"AI Research Agents Narrow Scientific Exploration","publication_year":2026,"publication_date":"2026-05-27","ids":{"openalex":"https://openalex.org/W7162636055","doi":"https://doi.org/10.48550/arxiv.2605.27905"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.27905","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.27905","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,"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":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.27905","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137248369","display_name":"Yixuan Tang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tang, Yixuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5137192869","display_name":"Yi Yang","orcid":"https://orcid.org/0000-0002-9729-8522"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Yi","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":1,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.2759000062942505,"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"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.2759000062942505,"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"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.19300000369548798,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.06459999829530716,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/raising","display_name":"Raising (metalworking)","score":0.5349000096321106},{"id":"https://openalex.org/keywords/sociology-of-scientific-knowledge","display_name":"Sociology of scientific knowledge","score":0.4242999851703644},{"id":"https://openalex.org/keywords/scientific-literature","display_name":"Scientific literature","score":0.38449999690055847},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.3497999906539917},{"id":"https://openalex.org/keywords/ideation","display_name":"Ideation","score":0.34869998693466187},{"id":"https://openalex.org/keywords/scientific-progress","display_name":"Scientific progress","score":0.32690000534057617}],"concepts":[{"id":"https://openalex.org/C2780589192","wikidata":"https://www.wikidata.org/wiki/Q7285140","display_name":"Raising (metalworking)","level":2,"score":0.5349000096321106},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4684999883174896},{"id":"https://openalex.org/C195732255","wikidata":"https://www.wikidata.org/wiki/Q981008","display_name":"Sociology of scientific knowledge","level":2,"score":0.4242999851703644},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.39559999108314514},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.39480000734329224},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.39010000228881836},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.38449999690055847},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36390000581741333},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.36250001192092896},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3497999906539917},{"id":"https://openalex.org/C170477896","wikidata":"https://www.wikidata.org/wiki/Q17039022","display_name":"Ideation","level":2,"score":0.34869998693466187},{"id":"https://openalex.org/C23213167","wikidata":"https://www.wikidata.org/wiki/Q2351730","display_name":"Scientific progress","level":2,"score":0.32690000534057617},{"id":"https://openalex.org/C2779318504","wikidata":"https://www.wikidata.org/wiki/Q1438035","display_name":"Research design","level":2,"score":0.30390000343322754},{"id":"https://openalex.org/C2986817661","wikidata":"https://www.wikidata.org/wiki/Q185698","display_name":"Research methodology","level":3,"score":0.2867000102996826},{"id":"https://openalex.org/C2986762682","wikidata":"https://www.wikidata.org/wiki/Q964754","display_name":"Basic research","level":2,"score":0.2818000018596649},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.2809000015258789},{"id":"https://openalex.org/C2992130261","wikidata":"https://www.wikidata.org/wiki/Q1331083","display_name":"Human research","level":2,"score":0.2678000032901764},{"id":"https://openalex.org/C2778035492","wikidata":"https://www.wikidata.org/wiki/Q7315176","display_name":"Research program","level":2,"score":0.26649999618530273},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.265500009059906},{"id":"https://openalex.org/C2778949450","wikidata":"https://www.wikidata.org/wiki/Q1965486","display_name":"Scientific writing","level":2,"score":0.2549000084400177}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.27905","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.27905","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,"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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2605.27905","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.27905","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,"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":"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":{"AI":[0,97],"research":[1,57,98],"agents":[2,99],"now":[3],"support":[4],"large-scale":[5],"AI-assisted":[6],"scientific":[7,15,37,93,109],"discovery.":[8],"We":[9],"examine":[10],"whether":[11],"AI-generated":[12,46,74,83],"ideas":[13,34,47,75,84],"broaden":[14],"exploration":[16],"or":[17],"primarily":[18],"reinforce":[19],"existing":[20],"work.":[21],"Using":[22],"five":[23,27],"agent":[24],"frameworks":[25],"and":[26],"large":[28],"language":[29],"models,":[30],"we":[31],"generate":[32],"219,655":[33],"for":[35],"different":[36],"fields.":[38],"Across":[39],"experiments,":[40],"four":[41],"consistent":[42],"patterns":[43],"emerge.":[44],"First,":[45],"are":[48,85],"more":[49],"concentrated":[50],"than":[51,67,106],"human-authored":[52],"papers":[53],"within":[54],"the":[55,91],"same":[56],"area.":[58],"Second,":[59],"they":[60],"remain":[61],"much":[62],"closer":[63],"to":[64,103,107],"starting":[65],"literature":[66],"later":[68],"human":[69,80],"follow-on":[70],"work":[71],"does.":[72],"Third,":[73],"align":[76],"less":[77],"with":[78],"future":[79],"research.":[81],"Last,":[82],"located":[86],"in":[87],"lower-impact":[88],"regions":[89],"of":[90],"historical":[92],"landscape.":[94],"Overall,":[95],"current":[96],"appear":[100],"better":[101],"suited":[102],"local":[104],"elaboration":[105],"broadening":[108],"exploration.":[110]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-28T07:46:37.118299","created_date":"2026-05-29T00:00:00"}
