{"id":"https://openalex.org/W7160290371","doi":"https://doi.org/10.48550/arxiv.2605.01299","title":"GA-VisAgent: A Multi-Agent application for code generation and visualization in interactive learning","display_name":"GA-VisAgent: A Multi-Agent application for code generation and visualization in interactive learning","publication_year":2026,"publication_date":"2026-05-02","ids":{"openalex":"https://openalex.org/W7160290371","doi":"https://doi.org/10.48550/arxiv.2605.01299"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2605.01299","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.01299","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"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2605.01299","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5135324190","display_name":"Wang Jian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jian, Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123500305","display_name":"Zhou Jianbo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jianbo, Zhou","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135295620","display_name":"Xiong Yuhao","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuhao, Xiong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135313456","display_name":"Liu Zhenxia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhenxia, Liu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010343627","display_name":"\u6587 \u7f57","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wen, Luo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125153053","display_name":"Yuan Linwang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"LinWang, Yuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5079086915","display_name":"YU ZhaoYuan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"ZhaoYuan, Yu","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/T11435","display_name":"Polynomial and algebraic computation","score":0.5304999947547913,"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"}},"topics":[{"id":"https://openalex.org/T11435","display_name":"Polynomial and algebraic computation","score":0.5304999947547913,"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"}},{"id":"https://openalex.org/T12037","display_name":"Algebraic and Geometric Analysis","score":0.15240000188350677,"subfield":{"id":"https://openalex.org/subfields/2604","display_name":"Applied Mathematics"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10130","display_name":"Mathematics Education and Teaching Techniques","score":0.12049999833106995,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/executable","display_name":"Executable","score":0.7014999985694885},{"id":"https://openalex.org/keywords/scripting-language","display_name":"Scripting language","score":0.6937999725341797},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6481999754905701},{"id":"https://openalex.org/keywords/code-generation","display_name":"Code generation","score":0.5246999859809875},{"id":"https://openalex.org/keywords/interactive-visualization","display_name":"Interactive visualization","score":0.4722999930381775},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.42179998755455017},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4106999933719635},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.41040000319480896},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.400299996137619}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8032000064849854},{"id":"https://openalex.org/C160145156","wikidata":"https://www.wikidata.org/wiki/Q778586","display_name":"Executable","level":2,"score":0.7014999985694885},{"id":"https://openalex.org/C61423126","wikidata":"https://www.wikidata.org/wiki/Q187432","display_name":"Scripting language","level":2,"score":0.6937999725341797},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6481999754905701},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.6010000109672546},{"id":"https://openalex.org/C133162039","wikidata":"https://www.wikidata.org/wiki/Q1061077","display_name":"Code generation","level":3,"score":0.5246999859809875},{"id":"https://openalex.org/C64073096","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Interactive visualization","level":3,"score":0.4722999930381775},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.42179998755455017},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4106999933719635},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.41040000319480896},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.400299996137619},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3650999963283539},{"id":"https://openalex.org/C2776716048","wikidata":"https://www.wikidata.org/wiki/Q6045290","display_name":"Interactive Learning","level":2,"score":0.3621000051498413},{"id":"https://openalex.org/C169590947","wikidata":"https://www.wikidata.org/wiki/Q47506","display_name":"Compiler","level":2,"score":0.3589000105857849},{"id":"https://openalex.org/C172367668","wikidata":"https://www.wikidata.org/wiki/Q6504956","display_name":"Data visualization","level":3,"score":0.3571000099182129},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.35339999198913574},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.34200000762939453},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3239000141620636},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3231000006198883},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.32269999384880066},{"id":"https://openalex.org/C161771561","wikidata":"https://www.wikidata.org/wiki/Q1970286","display_name":"Process calculus","level":2,"score":0.30799999833106995},{"id":"https://openalex.org/C2779125210","wikidata":"https://www.wikidata.org/wiki/Q16622442","display_name":"Interactive programming","level":2,"score":0.3018999993801117},{"id":"https://openalex.org/C96147967","wikidata":"https://www.wikidata.org/wiki/Q190686","display_name":"Subroutine","level":2,"score":0.29019999504089355},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C2778400913","wikidata":"https://www.wikidata.org/wiki/Q1639024","display_name":"Mathematical software","level":3,"score":0.28060001134872437},{"id":"https://openalex.org/C2781235140","wikidata":"https://www.wikidata.org/wiki/Q275131","display_name":"Scratch","level":2,"score":0.27709999680519104},{"id":"https://openalex.org/C149091818","wikidata":"https://www.wikidata.org/wiki/Q2429814","display_name":"Software system","level":3,"score":0.2676999866962433},{"id":"https://openalex.org/C179603123","wikidata":"https://www.wikidata.org/wiki/Q1941921","display_name":"Modeling language","level":3,"score":0.2621000111103058},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C4379982","wikidata":"https://www.wikidata.org/wiki/Q1273511","display_name":"Software visualization","level":5,"score":0.2547999918460846},{"id":"https://openalex.org/C199639397","wikidata":"https://www.wikidata.org/wiki/Q1788588","display_name":"Engineering drawing","level":1,"score":0.25110000371932983},{"id":"https://openalex.org/C37789001","wikidata":"https://www.wikidata.org/wiki/Q782543","display_name":"Graphical user interface","level":2,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2605.01299","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.01299","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.2605.01299","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2605.01299","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":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.43187612295150757}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Geometric":[0,107],"Algebra":[1],"(GA)":[2],"presents":[3],"challenges":[4],"to":[5,8,148,157],"learners":[6],"due":[7],"its":[9],"highly":[10],"abstract":[11],"mathematical":[12,144,201],"structure":[13],"and":[14,48,101,137,143,195],"complex":[15,124],"operational":[16],"rules,":[17],"as":[18,76,146],"translating":[19],"algebraic":[20],"manipulations":[21],"into":[22,126],"concrete":[23],"geometric":[24,134],"interpretations":[25],"is":[26],"a":[27,92,106,167,180],"non-intuitive":[28],"process":[29],"when":[30,70],"developing":[31,196],"related":[32,200],"code.":[33],"Currently,":[34],"some":[35],"existing":[36],"GA":[37,73,98,177,194],"software":[38],"packages":[39],"rely":[40],"on":[41,61],"manually":[42],"written":[43],"scripts":[44],"for":[45,97,192,199,206],"code":[46,99,169],"generation":[47,100,170],"visualization,":[49],"but":[50],"their":[51],"high":[52],"learning":[53,95],"curve":[54],"hinders":[55],"widespread":[56],"adoption.":[57],"Meanwhile,":[58],"methods":[59],"based":[60],"Large":[62],"Language":[63],"Models":[64],"(LLMs)":[65],"often":[66],"produce":[67],"logical":[68],"errors":[69],"generating":[71],"specific":[72],"scripts,":[74],"such":[75],"GAALOPScript,":[77],"resulting":[78],"in":[79],"generally":[80],"low":[81],"accuracy.":[82],"To":[83],"address":[84],"these":[85],"issues,":[86],"this":[87,207],"study":[88],"proposes":[89],"GA-VisAgent":[90,121,165],"--":[91,103],"multi-agent":[93],"interactive":[94,155],"application":[96,186],"visualization":[102,197],"building":[104],"upon":[105],"algebra":[108],"large":[109],"language":[110,142],"model":[111],"(GAGPT).":[112],"Integrating":[113],"task":[114],"planning":[115],"mechanisms":[116],"with":[117],"ReAct":[118],"reasoning":[119],"strategies,":[120],"can":[122],"decompose":[123],"operations":[125,132],"five":[127],"standardized":[128],"subtasks,":[129],"including":[130],"core":[131],"like":[133],"products,":[135],"rotations,":[136],"reflections.":[138],"It":[139],"supports":[140],"natural":[141],"formulas":[145],"input":[147],"automatically":[149],"generate":[150],"executable":[151],"code,":[152],"accompanied":[153],"by":[154],"visualizations":[156],"aid":[158],"user":[159],"comprehension.":[160],"Experimental":[161],"results":[162],"show":[163],"that":[164],"achieved":[166],"90%":[168],"success":[171],"rate":[172],"across":[173],"40":[174],"typical":[175],"Conformal":[176],"tasks,":[178],"representing":[179],"70%":[181],"improvement":[182],"over":[183],"GPT-4o.":[184],"This":[185],"introduces":[187],"an":[188],"extensible":[189],"new":[190],"paradigm":[191],"teaching":[193],"tools":[198],"concepts.":[202],"The":[203],"online":[204],"service":[205],"project":[208],"will":[209],"be":[210],"available":[211],"at":[212],"http://gagis.cn/gacrac.":[213]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-05-06T00:00:00"}