{"id":"https://openalex.org/W7152460745","doi":"https://doi.org/10.48550/arxiv.2604.06788","title":"From Perception to Autonomous Computational Modeling: A Multi-Agent Approach","display_name":"From Perception to Autonomous Computational Modeling: A Multi-Agent Approach","publication_year":2026,"publication_date":"2026-04-08","ids":{"openalex":"https://openalex.org/W7152460745","doi":"https://doi.org/10.48550/arxiv.2604.06788"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.06788","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.06788","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":"article"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.06788","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023733265","display_name":"Dani\u00ebl N. Wilke","orcid":"https://orcid.org/0000-0002-8718-330X"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Wilke, Daniel N.","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5023733265"],"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/T11206","display_name":"Model Reduction and Neural Networks","score":0.5076000094413757,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear 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/T11206","display_name":"Model Reduction and Neural Networks","score":0.5076000094413757,"subfield":{"id":"https://openalex.org/subfields/3109","display_name":"Statistical and Nonlinear 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/T11948","display_name":"Machine Learning in Materials Science","score":0.0869000032544136,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.061400000005960464,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/context","display_name":"Context (archaeology)","score":0.5651999711990356},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5174999833106995},{"id":"https://openalex.org/keywords/ambiguity","display_name":"Ambiguity","score":0.48809999227523804},{"id":"https://openalex.org/keywords/limit","display_name":"Limit (mathematics)","score":0.4569999873638153},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.4521999955177307},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.4300000071525574},{"id":"https://openalex.org/keywords/boundary","display_name":"Boundary (topology)","score":0.4052000045776367},{"id":"https://openalex.org/keywords/interval","display_name":"Interval (graph theory)","score":0.400299996137619},{"id":"https://openalex.org/keywords/solver","display_name":"Solver","score":0.3912000060081482}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6155999898910522},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5651999711990356},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5174999833106995},{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.48809999227523804},{"id":"https://openalex.org/C151201525","wikidata":"https://www.wikidata.org/wiki/Q177239","display_name":"Limit (mathematics)","level":2,"score":0.4569999873638153},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.4521999955177307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4410000145435333},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.4300000071525574},{"id":"https://openalex.org/C62354387","wikidata":"https://www.wikidata.org/wiki/Q875399","display_name":"Boundary (topology)","level":2,"score":0.4052000045776367},{"id":"https://openalex.org/C2778067643","wikidata":"https://www.wikidata.org/wiki/Q166507","display_name":"Interval (graph theory)","level":2,"score":0.400299996137619},{"id":"https://openalex.org/C2778770139","wikidata":"https://www.wikidata.org/wiki/Q1966904","display_name":"Solver","level":2,"score":0.3912000060081482},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3650999963283539},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.34310001134872437},{"id":"https://openalex.org/C191252586","wikidata":"https://www.wikidata.org/wiki/Q1671453","display_name":"Interval arithmetic","level":3,"score":0.3427000045776367},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.33059999346733093},{"id":"https://openalex.org/C139676723","wikidata":"https://www.wikidata.org/wiki/Q1193832","display_name":"Sign (mathematics)","level":2,"score":0.32269999384880066},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.31940001249313354},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.3167000114917755},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.31380000710487366},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.2928999960422516},{"id":"https://openalex.org/C2776825360","wikidata":"https://www.wikidata.org/wiki/Q1411921","display_name":"Vagueness","level":3,"score":0.2892000079154968},{"id":"https://openalex.org/C42011625","wikidata":"https://www.wikidata.org/wiki/Q1055058","display_name":"Fuzzy set","level":3,"score":0.2888999879360199},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.2768999934196472},{"id":"https://openalex.org/C135628077","wikidata":"https://www.wikidata.org/wiki/Q220184","display_name":"Finite element method","level":2,"score":0.257099986076355},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2538999915122986}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.06788","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.06788","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":"article"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.06788","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.06788","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":"article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"We":[0,68],"present":[1],"a":[2,54,70,118,125,128,132,144,151,170],"solver-agnostic":[3],"framework":[4,72,114],"in":[5,160],"which":[6],"coordinated":[7],"large":[8],"language":[9],"model":[10],"(LLM)":[11],"agents":[12],"autonomously":[13],"execute":[14],"the":[15,97,161],"complete":[16],"computational":[17],"mechanics":[18],"workflow,":[19],"from":[20,77],"perceptual":[21,78],"data":[22,79],"of":[23,99,127],"an":[24,41],"engineering":[25,42,75],"component":[26],"through":[27,117],"geometry":[28],"extraction,":[29],"material":[30],"inference,":[31],"discretisation,":[32],"solver":[33],"execution,":[34],"uncertainty":[35,81],"quantification,":[36],"and":[37,87,91,143,175],"code-compliant":[38,145],"assessment,":[39],"to":[40,95,124],"report":[43],"with":[44,58,150],"actionable":[45],"recommendations.":[46],"Agents":[47],"are":[48,107,156],"formalised":[49],"as":[50,158],"conditioned":[51],"operators":[52],"on":[53,178],"shared":[55],"context":[56],"space":[57],"quality":[59],"gates":[60],"that":[61,169],"introduce":[62,69,92],"conditional":[63],"iteration":[64,164],"between":[65],"pipeline":[66,122],"layers.":[67],"mathematical":[71],"for":[73],"extracting":[74],"information":[76],"under":[80],"using":[82],"interval":[83],"bounds,":[84],"probability":[85],"densities,":[86],"fuzzy":[88],"membership":[89],"functions,":[90],"task-dependent":[93],"conservatism":[94],"resolve":[96],"ambiguity":[98],"what":[100],"`conservative'":[101],"means":[102],"when":[103],"different":[104],"limit":[105],"states":[106],"governed":[108],"by":[109],"opposing":[110],"parameter":[111],"trends.":[112],"The":[113],"is":[115],"demonstrated":[116],"finite":[119],"element":[120],"analysis":[121],"applied":[123],"photograph":[126],"steel":[129],"L-bracket,":[130],"producing":[131],"171,504-node":[133],"tetrahedral":[134],"mesh,":[135],"seven":[136],"analyses":[137],"across":[138],"three":[139],"boundary":[140],"condition":[141],"hypotheses,":[142],"assessment":[146],"revealing":[147],"structural":[148],"failure":[149],"quantified":[152],"redesign.":[153],"All":[154],"results":[155],"presented":[157],"generated":[159],"first":[162],"autonomous":[163],"without":[165],"manual":[166],"correction,":[167],"reinforcing":[168],"professional":[171],"engineer":[172],"must":[173],"review":[174],"sign":[176],"off":[177],"any":[179],"such":[180],"analysis.":[181]},"counts_by_year":[],"updated_date":"2026-04-10T06:07:51.998497","created_date":"2026-04-10T00:00:00"}
