{"id":"https://openalex.org/W7125925213","doi":"https://doi.org/10.1109/smc58881.2025.11343140","title":"Toward Autonomous Educational Support with Multi-Agent Systems","display_name":"Toward Autonomous Educational Support with Multi-Agent Systems","publication_year":2025,"publication_date":"2025-10-05","ids":{"openalex":"https://openalex.org/W7125925213","doi":"https://doi.org/10.1109/smc58881.2025.11343140"},"language":null,"primary_location":{"id":"doi:10.1109/smc58881.2025.11343140","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040826848","display_name":"Ryan Hare","orcid":"https://orcid.org/0000-0003-3318-2034"},"institutions":[{"id":"https://openalex.org/I44265643","display_name":"Rowan University","ror":"https://ror.org/049v69k10","country_code":"US","type":"education","lineage":["https://openalex.org/I44265643"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ryan Hare","raw_affiliation_strings":["Rowan University,Dept. of Electrical and Computer Engineering,Glassboro,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Rowan University,Dept. of Electrical and Computer Engineering,Glassboro,NJ,USA","institution_ids":["https://openalex.org/I44265643"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5124103484","display_name":"Ying Tang","orcid":null},"institutions":[{"id":"https://openalex.org/I44265643","display_name":"Rowan University","ror":"https://ror.org/049v69k10","country_code":"US","type":"education","lineage":["https://openalex.org/I44265643"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ying Tang","raw_affiliation_strings":["Rowan University,Dept. of Electrical and Computer Engineering,Glassboro,NJ,USA"],"affiliations":[{"raw_affiliation_string":"Rowan University,Dept. of Electrical and Computer Engineering,Glassboro,NJ,USA","institution_ids":["https://openalex.org/I44265643"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5040826848"],"corresponding_institution_ids":["https://openalex.org/I44265643"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.83883994,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"6352","last_page":"6356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.7795000076293945,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.7795000076293945,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.013899999670684338,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.01269999984651804,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/reinforcement-learning","display_name":"Reinforcement learning","score":0.6998000144958496},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.4456999897956848},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4212999939918518},{"id":"https://openalex.org/keywords/tutor","display_name":"TUTOR","score":0.4142000079154968},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.3806999921798706},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.37549999356269836},{"id":"https://openalex.org/keywords/educational-technology","display_name":"Educational technology","score":0.3156999945640564}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7078999876976013},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6998000144958496},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5076000094413757},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4456999897956848},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4212999939918518},{"id":"https://openalex.org/C2778371403","wikidata":"https://www.wikidata.org/wiki/Q7672049","display_name":"TUTOR","level":2,"score":0.4142000079154968},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.40790000557899475},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.3806999921798706},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.37549999356269836},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.33320000767707825},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.3156999945640564},{"id":"https://openalex.org/C2987136238","wikidata":"https://www.wikidata.org/wiki/Q55614501","display_name":"Educational resources","level":2,"score":0.3118000030517578},{"id":"https://openalex.org/C52970973","wikidata":"https://www.wikidata.org/wiki/Q2497134","display_name":"Adaptive system","level":2,"score":0.2858999967575073},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C51332947","wikidata":"https://www.wikidata.org/wiki/Q1172305","display_name":"Shared resource","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.27300000190734863},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.2703999876976013},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.2702000141143799},{"id":"https://openalex.org/C67203356","wikidata":"https://www.wikidata.org/wiki/Q1321905","display_name":"Reinforcement","level":2,"score":0.26409998536109924}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/smc58881.2025.11343140","is_oa":false,"landing_page_url":"https://doi.org/10.1109/smc58881.2025.11343140","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Systems, Man, and Cybernetics (SMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.408575177192688}],"awards":[],"funders":[{"id":"https://openalex.org/F4320309327","display_name":"Google","ror":"https://ror.org/00njsd438"},{"id":"https://openalex.org/F4320316439","display_name":"Rowan University","ror":"https://ror.org/049v69k10"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W2052477699","https://openalex.org/W3121342653","https://openalex.org/W3203878893","https://openalex.org/W4308334020","https://openalex.org/W4312572320","https://openalex.org/W4323655724","https://openalex.org/W4360975593","https://openalex.org/W4379791149","https://openalex.org/W4386566723","https://openalex.org/W4403501507"],"related_works":[],"abstract_inverted_index":{"Integrating":[0],"artificial":[1],"intelligence":[2],"into":[3,51],"educational":[4,11,53,82,153],"technology":[5],"presents":[6],"great":[7],"opportunities":[8],"for":[9,70,112],"automated":[10],"systems.":[12,83],"These":[13],"systems":[14,25],"could":[15],"relieve":[16],"teacher":[17],"resources":[18],"and":[19,30,59,77,99,123,130,152],"support":[20],"underperforming":[21],"students.":[22],"However,":[23],"creating":[24],"that":[26,41],"are":[27,38,42],"adaptive,":[28],"scalable,":[29],"factually":[31],"correct":[32],"is":[33,87],"resource":[34],"intensive.":[35],"Furthermore,":[36],"there":[37],"many":[39],"technologies":[40],"prevalent,":[43],"but":[44],"lack":[45],"systematic":[46],"ways":[47],"to":[48,81,133],"integrate":[49],"them":[50],"existing":[52],"technologies.":[54],"Building":[55],"on":[56],"reinforcement":[57,74,114,136],"learning":[58,115,137],"large":[60],"language":[61],"models":[62],"(LLMs),":[63],"this":[64,156],"paper":[65],"introduces":[66],"a":[67,73,90,95,106],"multi-agent":[68],"framework":[69],"adding":[71],"both":[72],"learning-based":[75],"tutor":[76],"an":[78,140,149],"LLM-driven":[79,150],"peer":[80,151],"The":[84],"integrated":[85],"architecture":[86,129],"unified":[88],"with":[89,120],"central":[91],"ontology,":[92],"acting":[93],"as":[94,139,143,145],"symbolic":[96],"knowledge":[97],"base":[98],"facilitating":[100],"data":[101],"transformation.":[102],"We":[103,126],"also":[104],"detail":[105],"novel":[107],"windowed":[108],"experience":[109],"sharing":[110],"method":[111],"improving":[113],"training":[116],"efficiency":[117],"when":[118],"dealing":[119],"similar":[121],"environments":[122],"low-data":[124],"situations.":[125],"present":[127],"our":[128],"simulated":[131],"results":[132],"verify":[134],"the":[135,146],"algorithm":[138],"adaptive":[141],"tutor,":[142],"well":[144],"integration":[147],"of":[148],"outcomes":[154],"from":[155],"integration.":[157]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-01-29T00:00:00"}
