{"id":"https://openalex.org/W7140324928","doi":"https://doi.org/10.21468/scipostphys.20.3.091","title":"Agents of discovery","display_name":"Agents of discovery","publication_year":2026,"publication_date":"2026-03-25","ids":{"openalex":"https://openalex.org/W7140324928","doi":"https://doi.org/10.21468/scipostphys.20.3.091"},"language":"en","primary_location":{"id":"doi:10.21468/scipostphys.20.3.091","doi":"https://doi.org/10.21468/scipostphys.20.3.091","is_oa":true,"landing_page_url":"https://doi.org/10.21468/scipostphys.20.3.091","pdf_url":"https://scipost.org/10.21468/SciPostPhys.20.3.091/pdf","source":{"id":"https://openalex.org/S4210195687","display_name":"SciPost Physics","issn_l":"2542-4653","issn":["2542-4653"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310318585","host_organization_name":"SciPost.org","host_organization_lineage":["https://openalex.org/P4310318585"],"host_organization_lineage_names":["SciPost.org"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SciPost Physics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["arxiv","crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://scipost.org/10.21468/SciPostPhys.20.3.091/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075220399","display_name":"Sascha Diefenbacher","orcid":"https://orcid.org/0000-0003-4308-6804","observed_orcids":["https://orcid.org/0000-0003-4308-6804"]},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sascha Diefenbacher","raw_affiliation_strings":["Lawrence Berkeley National Laboratory"],"raw_orcid":"https://orcid.org/0000-0003-4308-6804","affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015350326","display_name":"Anna Hallin","orcid":"https://orcid.org/0000-0002-1551-814X","observed_orcids":["https://orcid.org/0000-0002-1551-814X"]},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anna Hallin","raw_affiliation_strings":["University of Hamburg"],"raw_orcid":"https://orcid.org/0000-0002-1551-814X","affiliations":[{"raw_affiliation_string":"University of Hamburg","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031270964","display_name":"Gregor Kasieczka","orcid":"https://orcid.org/0000-0003-3457-2755","observed_orcids":["https://orcid.org/0000-0003-3457-2755"]},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gregor Kasieczka","raw_affiliation_strings":["University of Hamburg"],"raw_orcid":"https://orcid.org/0000-0003-3457-2755","affiliations":[{"raw_affiliation_string":"University of Hamburg","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103250703","display_name":"Michael Kr\u00e4mer","orcid":"https://orcid.org/0000-0002-3089-6827","observed_orcids":["https://orcid.org/0000-0002-3089-6827","https://orcid.org/0000-0002-7615-7499"]},"institutions":[{"id":"https://openalex.org/I887968799","display_name":"RWTH Aachen University","ror":"https://ror.org/04xfq0f34","country_code":"DE","type":"education","lineage":["https://openalex.org/I887968799"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Kr\u00e4mer","raw_affiliation_strings":["RWTH Aachen University"],"raw_orcid":"https://orcid.org/0000-0002-3089-6827","affiliations":[{"raw_affiliation_string":"RWTH Aachen University","institution_ids":["https://openalex.org/I887968799"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022688200","display_name":"Anne Lauscher","orcid":"https://orcid.org/0000-0001-8590-9827","observed_orcids":["https://orcid.org/0000-0001-8590-9827"]},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Anne Lauscher","raw_affiliation_strings":["University of Hamburg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hamburg","institution_ids":["https://openalex.org/I159176309"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048258780","display_name":"Tim Lukas","orcid":"https://orcid.org/0000-0002-8804-9081","observed_orcids":["https://orcid.org/0000-0002-8804-9081"]},"institutions":[{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tim Lukas","raw_affiliation_strings":["University of Hamburg"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Hamburg","institution_ids":["https://openalex.org/I159176309"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.4611,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97622524,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"20","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10048","display_name":"Particle physics theoretical and experimental studies","score":0.36059999465942383,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10048","display_name":"Particle physics theoretical and experimental studies","score":0.36059999465942383,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.18970000743865967,"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/T13904","display_name":"Artificial Intelligence Applications","score":0.13750000298023224,"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/large-language-models","display_name":"large language models","score":0.9200000166893005},{"id":"https://openalex.org/keywords/llm-based-agents","display_name":"LLM agents","score":0.7860000133514404},{"id":"https://openalex.org/keywords/automated-data-analysis","display_name":"automated data analysis","score":0.7229999899864197},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"anomaly detection","score":0.7979999780654907},{"id":"https://openalex.org/keywords/particle-physics-data-analysis","display_name":"particle physics data analysis","score":0.7369999885559082},{"id":"https://openalex.org/keywords/code-generation","display_name":"code generation","score":0.5989999771118164},{"id":"https://openalex.org/keywords/agent-cooperation","display_name":"agent cooperation","score":0.5669999718666077},{"id":"https://openalex.org/keywords/gpt-4","display_name":"GPT-4","score":0.7059999704360962},{"id":"https://openalex.org/keywords/research-automation","display_name":"research automation","score":0.4320000112056732}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5929999947547913},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5457000136375427},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49149999022483826},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4722999930381775},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.44350001215934753},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.41749998927116394},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.3939000070095062},{"id":"https://openalex.org/C87668248","wikidata":"https://www.wikidata.org/wiki/Q40605","display_name":"Large Hadron Collider","level":2,"score":0.3797999918460846},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3472000062465668},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33079999685287476},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.3052000105381012},{"id":"https://openalex.org/C189474733","wikidata":"https://www.wikidata.org/wiki/Q917912","display_name":"Model building","level":2,"score":0.3005000054836273},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.29760000109672546},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.2912999987602234},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.26420000195503235},{"id":"https://openalex.org/C2780977526","wikidata":"https://www.wikidata.org/wiki/Q42417149","display_name":"Data exploration","level":3,"score":0.25099998712539673}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.21468/scipostphys.20.3.091","doi":"https://doi.org/10.21468/scipostphys.20.3.091","is_oa":true,"landing_page_url":"https://doi.org/10.21468/scipostphys.20.3.091","pdf_url":"https://scipost.org/10.21468/SciPostPhys.20.3.091/pdf","source":{"id":"https://openalex.org/S4210195687","display_name":"SciPost Physics","issn_l":"2542-4653","issn":["2542-4653"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310318585","host_organization_name":"SciPost.org","host_organization_lineage":["https://openalex.org/P4310318585"],"host_organization_lineage_names":["SciPost.org"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SciPost Physics","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2509.08535","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2509.08535","pdf_url":"https://arxiv.org/pdf/2509.08535","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":"pmh:oai:escholarship.org:ark:/13030/qt6ns2r370","doi":null,"is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/6ns2r370","pdf_url":"https://escholarship.org/content/qt6ns2r370/qt6ns2r370.pdf","source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"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":"SciPost Physics, vol 20, iss 3","raw_type":"article"},{"id":"pmh:oai:doaj.org/article:bf087aa335d64b1b8e1ea64fcebcd554","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/bf087aa335d64b1b8e1ea64fcebcd554","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"SciPost Physics, Vol 20, Iss 3, p 091 (2026)","raw_type":"article"},{"id":"doi:10.48550/arxiv.2509.08535","doi":"https://doi.org/10.48550/arxiv.2509.08535","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2509.08535","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":"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"}],"best_oa_location":{"id":"doi:10.21468/scipostphys.20.3.091","doi":"https://doi.org/10.21468/scipostphys.20.3.091","is_oa":true,"landing_page_url":"https://doi.org/10.21468/scipostphys.20.3.091","pdf_url":"https://scipost.org/10.21468/SciPostPhys.20.3.091/pdf","source":{"id":"https://openalex.org/S4210195687","display_name":"SciPost Physics","issn_l":"2542-4653","issn":["2542-4653"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","ddh","doaj","dongbi-b","jufo-1","norway-1","oarl","poland-100","russia-white-list-1"],"host_organization":"https://openalex.org/P4310318585","host_organization_name":"SciPost.org","host_organization_lineage":["https://openalex.org/P4310318585"],"host_organization_lineage_names":["SciPost.org"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SciPost Physics","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[{"id":"https://openalex.org/G1286236842","display_name":null,"funder_award_id":"-AC02-05CH11231","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G1897041155","display_name":null,"funder_award_id":"EXC 2094390783311","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2081940520","display_name":"TRR 257: Ph\u00e4nomenologische Elementarteilchenphysik nach der HiggsEntdeckung","funder_award_id":"396021762","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G2645866196","display_name":null,"funder_award_id":"TRR 257","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G3083819904","display_name":null,"funder_award_id":"05CH11231","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G3685081974","display_name":null,"funder_award_id":"DE-AC02-05CH11231","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G4066435496","display_name":null,"funder_award_id":"EXC\u00a02094","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G419881185","display_name":null,"funder_award_id":"DEAC02\u201305CH11231","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G42916606","display_name":null,"funder_award_id":"DE AC02 05CH11231","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"},{"id":"https://openalex.org/G432818845","display_name":null,"funder_award_id":"EXC2121","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G439148742","display_name":"EXC 2094: ORIGINS: Vom Ursprung des Universums bis zu den ersten Bausteinen des Lebens","funder_award_id":"390783311","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G4501827968","display_name":null,"funder_award_id":"AC02-05CH11231","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G498139845","display_name":null,"funder_award_id":"DE-AC02","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G6652958823","display_name":null,"funder_award_id":"05CH11231","funder_id":"https://openalex.org/F4320332359","funder_display_name":"Office of Science"},{"id":"https://openalex.org/G7298742525","display_name":"EXC 2121: Quantum Universe","funder_award_id":"390833306","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G7903017718","display_name":"PUNCH4NFDI  Teilchen, Universum, Kerne und Hadronen f\u00fcr die NFDI","funder_award_id":"460248186","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"},{"id":"https://openalex.org/G969889393","display_name":null,"funder_award_id":"DE-AC02-","funder_id":"https://openalex.org/F4320306084","funder_display_name":"U.S. Department of Energy"}],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"},{"id":"https://openalex.org/F4320332359","display_name":"Office of Science","ror":"https://ror.org/00mmn6b08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7140324928.pdf","grobid_xml":"https://content.openalex.org/works/W7140324928.grobid-xml"},"referenced_works_count":52,"referenced_works":["https://openalex.org/W2011301426","https://openalex.org/W2139067675","https://openalex.org/W2165610102","https://openalex.org/W2743218360","https://openalex.org/W2901002004","https://openalex.org/W2913547438","https://openalex.org/W2949676527","https://openalex.org/W2998758436","https://openalex.org/W3003257820","https://openalex.org/W3035965352","https://openalex.org/W3083582338","https://openalex.org/W3123827117","https://openalex.org/W3128261063","https://openalex.org/W3164339374","https://openalex.org/W3208270664","https://openalex.org/W4221145008","https://openalex.org/W4224436518","https://openalex.org/W4226216059","https://openalex.org/W4286231567","https://openalex.org/W4294785841","https://openalex.org/W4378907885","https://openalex.org/W4380089129","https://openalex.org/W4385682136","https://openalex.org/W4387799916","https://openalex.org/W4389991792","https://openalex.org/W4390988178","https://openalex.org/W4392231918","https://openalex.org/W4393675800","https://openalex.org/W4396723768","https://openalex.org/W4402952666","https://openalex.org/W4403885061","https://openalex.org/W4404330874","https://openalex.org/W4404782665","https://openalex.org/W4404782877","https://openalex.org/W4405033160","https://openalex.org/W4405658275","https://openalex.org/W4405967751","https://openalex.org/W4407310674","https://openalex.org/W4407759090","https://openalex.org/W4410178127","https://openalex.org/W4410289164","https://openalex.org/W4411120188","https://openalex.org/W4412944806","https://openalex.org/W4414494241","https://openalex.org/W4414827381","https://openalex.org/W4415083418","https://openalex.org/W4415346135","https://openalex.org/W4417088765","https://openalex.org/W4417268096","https://openalex.org/W6948369276","https://openalex.org/W6969259846","https://openalex.org/W7140124164"],"related_works":["https://openalex.org/W7110872774","https://openalex.org/W7140238601","https://openalex.org/W7211873907","https://openalex.org/W7169563478","https://openalex.org/W4411683427","https://openalex.org/W7155879246","https://openalex.org/W7161237792","https://openalex.org/W4401832622","https://openalex.org/W4415960243","https://openalex.org/W4410948229"],"abstract_inverted_index":{"The":[0,207],"substantial":[1],"data":[2,24,38,96,204],"volumes":[3],"encountered":[4],"in":[5,74,100],"modern":[6,149],"particle":[7],"physics":[8,14,55],"and":[9,27,68,117,122,171,184,188],"other":[10],"domains":[11],"of":[12,21,32,83,87,127,148,156,164,197,214],"fundamental":[13],"research":[15,98],"allow":[16],"(and":[17],"require)":[18],"the":[19,30,145,154,162,168,195,198,212],"use":[20,31],"increasingly":[22],"complex":[23],"analysis":[25,39,141,205],"tools":[26,36,44,116],"workflows.":[28],"While":[29],"machine":[33],"learning":[34],"(ML)":[35],"for":[37,51],"has":[40],"recently":[41],"proliferated,":[42],"these":[43],"are":[45,186],"typically":[46],"special-purpose":[47],"algorithms":[48],"that":[49,93],"rely,":[50],"example,":[52],"on":[53,125],"encoded":[54],"knowledge":[56],"to":[57,79,104,113,138,143,201],"reach":[58],"optimal":[59],"performance.":[60],"In":[61],"this":[62,203],"work,":[63],"we":[64,160,193],"investigate":[65,153],"a":[66,81,101,106],"new":[67],"orthogonal":[69],"direction:":[70],"Using":[71],"recent":[72],"progress":[73],"large":[75],"language":[76],"models":[77,178],"(LLMs)":[78],"create":[80],"team":[82],"agents":[84],"\u2014":[85,92],"instances":[86],"LLMs":[88],"with":[89],"specific":[90],"subtasks":[91],"jointly":[94],"solve":[95,202],"analysis-based":[97],"problems":[99],"way":[102],"similar":[103],"how":[105],"human":[107,215],"researcher":[108],"might:":[109],"by":[110,123,179],"creating":[111],"code":[112],"operate":[114],"standard":[115],"libraries":[118],"(including":[119],"ML":[120],"systems)":[121],"building":[124],"results":[126],"previous":[128],"iterations.":[129],"If":[130],"successful,":[131],"such":[132],"agent-based":[133,199],"systems":[134],"could":[135],"be":[136],"deployed":[137],"automate":[139],"routine":[140],"components":[142],"counteract":[144],"increasing":[146],"complexity":[147],"tool":[150],"chains.":[151],"To":[152],"capabilities":[155],"current-generation":[157],"commercial":[158],"LLMs,":[159],"consider":[161],"task":[163],"anomaly":[165],"detection":[166],"via":[167],"publicly":[169],"available":[170],"highly-studied":[172],"LHC":[173],"Olympics":[174],"dataset.":[175],"Several":[176],"current":[177],"OpenAI":[180],"(GPT-4o,":[181],"o4-mini,":[182],"GPT-4.1,":[183],"GPT-5)":[185],"investigated":[187],"their":[189],"stability":[190],"tested.":[191],"Overall,":[192],"observe":[194],"capacity":[196],"system":[200],"problem.":[206],"best":[208],"agent-created":[209],"solutions":[210],"mirror":[211],"performance":[213],"state-of-the-art":[216],"results.":[217]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2026-02-20T00:00:00"}
