{"id":"https://openalex.org/W7139921989","doi":"https://doi.org/10.48550/arxiv.2603.18145","title":"Setting SAIL: Leveraging Scientist-AI-Loops for Rigorous Visualization Tools","display_name":"Setting SAIL: Leveraging Scientist-AI-Loops for Rigorous Visualization Tools","publication_year":2026,"publication_date":"2026-03-18","ids":{"openalex":"https://openalex.org/W7139921989","doi":"https://doi.org/10.48550/arxiv.2603.18145"},"language":"en","primary_location":{"id":"pmh:oai:HAL:hal-05565087v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05565087","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2026","raw_type":"info:eu-repo/semantics/preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2603.18145","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5130252145","display_name":"Nico Schuster","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Schuster, Nico","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130226429","display_name":"Andr\u00e9s N. Salcedo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Salcedo, Andr\u00e9s N.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061310873","display_name":"Simon Bouchard","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bouchard, Simon","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130250751","display_name":"Dennis Frei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Frei, Dennis","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082120727","display_name":"Alice Pisani","orcid":"https://orcid.org/0000-0002-6146-4437"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pisani, Alice","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130224666","display_name":"Julian E. Bautista","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bautista, Julian E.","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130241524","display_name":"Julien Zoubian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zoubian, Julien","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130216195","display_name":"Stephanie Escoffier","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Escoffier, Stephanie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5130231596","display_name":"Wei Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Wei","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086773080","display_name":"Georgios Valogiannis","orcid":"https://orcid.org/0000-0003-0805-1470"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Valogiannis, Georgios","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5078956206","display_name":"Pauline Zarrouk","orcid":"https://orcid.org/0000-0002-7305-9578"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zarrouk, Pauline","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":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":0.8860999941825867,"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":0.8860999941825867,"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/T11948","display_name":"Machine Learning in Materials Science","score":0.02370000071823597,"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/T10799","display_name":"Data Visualization and Analytics","score":0.018200000748038292,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/workflow","display_name":"Workflow","score":0.6521999835968018},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5848000049591064},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5820000171661377},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5281000137329102},{"id":"https://openalex.org/keywords/syntax","display_name":"Syntax","score":0.46389999985694885},{"id":"https://openalex.org/keywords/scientific-visualization","display_name":"Scientific visualization","score":0.40849998593330383},{"id":"https://openalex.org/keywords/code-generation","display_name":"Code generation","score":0.40790000557899475},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.3580999970436096}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7039999961853027},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.6521999835968018},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5848000049591064},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5820000171661377},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.5425999760627747},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5281000137329102},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5023000240325928},{"id":"https://openalex.org/C60048249","wikidata":"https://www.wikidata.org/wiki/Q37437","display_name":"Syntax","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.4505999982357025},{"id":"https://openalex.org/C59740354","wikidata":"https://www.wikidata.org/wiki/Q2737866","display_name":"Scientific visualization","level":3,"score":0.40849998593330383},{"id":"https://openalex.org/C133162039","wikidata":"https://www.wikidata.org/wiki/Q1061077","display_name":"Code generation","level":3,"score":0.40790000557899475},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.3580999970436096},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3377000093460083},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2953000068664551},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.29030001163482666},{"id":"https://openalex.org/C2984917352","wikidata":"https://www.wikidata.org/wiki/Q12772819","display_name":"Scientific discovery","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.28029999136924744},{"id":"https://openalex.org/C23213167","wikidata":"https://www.wikidata.org/wiki/Q2351730","display_name":"Scientific progress","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C162319229","wikidata":"https://www.wikidata.org/wiki/Q175263","display_name":"Data structure","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C137287247","wikidata":"https://www.wikidata.org/wiki/Q1329550","display_name":"Static program analysis","level":4,"score":0.27079999446868896},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2624000012874603},{"id":"https://openalex.org/C138379479","wikidata":"https://www.wikidata.org/wiki/Q1116876","display_name":"Scientific modelling","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:HAL:hal-05565087v1","is_oa":false,"landing_page_url":"https://hal.science/hal-05565087","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2026","raw_type":"info:eu-repo/semantics/preprint"},{"id":"doi:10.48550/arxiv.2603.18145","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.18145","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":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2603.18145","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.18145","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":"Preprint"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.778085470199585}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Scientists":[0],"across":[1],"all":[2],"disciplines":[3],"share":[4],"a":[5,61,112,179],"common":[6],"challenge:":[7],"the":[8,15,58,182],"divide":[9],"between":[10],"their":[11],"theoretical":[12],"knowledge":[13],"and":[14,18,88,111,171],"specialized":[16],"skills":[17],"time":[19],"needed":[20],"to":[21,25,64,81,94,124,178],"build":[22],"interactive":[23,107],"tools":[24],"communicate":[26],"this":[27,66,98],"expertise.":[28],"While":[29,145],"large":[30],"language":[31],"models":[32],"(LLMs)":[33],"offer":[34],"unparalleled":[35],"acceleration":[36],"in":[37],"code":[38,76,92,138,149,163],"generation,":[39],"they":[40],"frequently":[41],"prioritize":[42],"functional":[43],"syntax":[44],"over":[45],"scientific":[46,86,129,143,187],"accuracy,":[47],"risking":[48],"visually":[49],"convincing":[50],"but":[51],"scientifically":[52],"invalid":[53],"results.":[54],"This":[55,175],"work":[56],"advocates":[57],"Scientist-AI-Loop":[59],"(SAIL),":[60],"framework":[62,176],"designed":[63],"harness":[65],"speed":[67],"without":[68],"compromising":[69],"rigor.":[70],"By":[71],"separating":[72],"domain":[73],"logic":[74],"from":[75],"syntax,":[77],"SAIL":[78,159],"enables":[79],"researchers":[80],"maintain":[82],"strict":[83],"oversight":[84],"of":[85,185],"concepts":[87],"constraints":[89],"while":[90,127],"delegating":[91],"implementation":[93],"AI.":[95],"We":[96,131],"illustrate":[97],"approach":[99],"through":[100,155],"two":[101,156],"open-source,":[102],"browser-based":[103],"astrophysics":[104],"tools:":[105],"an":[106,161],"gravitational":[108],"lensing":[109],"visualization":[110],"large-scale":[113],"structure":[114],"formation":[115],"sandbox,":[116],"both":[117],"publicly":[118],"available.":[119],"Our":[120],"methodology":[121],"condensed":[122],"development":[123,184],"mere":[125],"days":[126],"maintaining":[128],"integrity.":[130],"specifically":[132],"address":[133],"failure":[134],"modes":[135],"where":[136],"AI-generated":[137],"neglects":[139],"phenomenological":[140],"boundaries":[141],"or":[142],"validity.":[144],"cautioning":[146],"that":[147,158],"research-grade":[148],"requires":[150],"stringent":[151],"protocols,":[152],"we":[153],"demonstrate":[154],"examples":[157],"provides":[160],"effective":[162],"generation":[164],"workflow":[165],"for":[166,181],"outreach,":[167],"teaching,":[168],"professional":[169],"presentations,":[170],"early-stage":[172],"research":[173],"prototyping.":[174],"contributes":[177],"foundation":[180],"further":[183],"AI-assisted":[186],"software.":[188]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-03-21T00:00:00"}
