{"id":"https://openalex.org/W7204500045","doi":null,"title":"Incorporating Cognitive Load and Knowledge Transfer for Multi-Domain Knowledge Tracing","display_name":"Incorporating Cognitive Load and Knowledge Transfer for Multi-Domain Knowledge Tracing","publication_year":2026,"publication_date":"2026-08-25","ids":{"openalex":"https://openalex.org/W7204500045"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2608.24005","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.24005","pdf_url":"https://arxiv.org/pdf/2608.24005","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"volume":null,"type":"preprint","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2608.24005","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5148614856","display_name":"Haotian Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhang, Haotian","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148618359","display_name":"Shucun Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4401726934","display_name":"IFlyTek (China)","ror":"https://ror.org/009pwww24","country_code":"CN","type":"company","lineage":["https://openalex.org/I4401726934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang, Shucun","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence & iFLYTEK AI Research Hefei , China","State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence & iFLYTEK AI Research Hefei , China","institution_ids":["https://openalex.org/I4401726934"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015037796","display_name":"Jinze Wu","orcid":"https://orcid.org/0000-0001-9957-5733","observed_orcids":["https://orcid.org/0000-0001-9957-5733","https://orcid.org/0009-0009-0577-413X"]},"institutions":[{"id":"https://openalex.org/I4401726934","display_name":"IFlyTek (China)","ror":"https://ror.org/009pwww24","country_code":"CN","type":"company","lineage":["https://openalex.org/I4401726934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wu, Jinze","raw_affiliation_strings":["iFLYTEK AI Research Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"iFLYTEK AI Research Hefei , China","institution_ids":["https://openalex.org/I4401726934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148579341","display_name":"Liang Ding","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4401726934","display_name":"IFlyTek (China)","ror":"https://ror.org/009pwww24","country_code":"CN","type":"company","lineage":["https://openalex.org/I4401726934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ding, Liang","raw_affiliation_strings":["iFLYTEK AI Research Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"iFLYTEK AI Research Hefei , China","institution_ids":["https://openalex.org/I4401726934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054818953","display_name":"Shuochen Liu","orcid":"https://orcid.org/0000-0003-4724-8989","observed_orcids":["https://orcid.org/0000-0003-4724-8989"]},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu, Shuochen","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5148581964","display_name":"Zhenya Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huang, Zhenya","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China & Institute of Artificial Intelligence , Hefei Comprehensive National Science Center Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China & Institute of Artificial Intelligence , Hefei Comprehensive National Science Center Hefei , China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027741558","display_name":"Jing Jie Sha","orcid":"https://orcid.org/0009-0007-5295-3857","observed_orcids":["https://orcid.org/0009-0007-5295-3857","https://orcid.org/0009-0000-5623-3549"]},"institutions":[{"id":"https://openalex.org/I4401726934","display_name":"IFlyTek (China)","ror":"https://ror.org/009pwww24","country_code":"CN","type":"company","lineage":["https://openalex.org/I4401726934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sha, Jing","raw_affiliation_strings":["iFLYTEK AI Research Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"iFLYTEK AI Research Hefei , China","institution_ids":["https://openalex.org/I4401726934"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5123469331","display_name":"Shijin Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4401726934","display_name":"IFlyTek (China)","ror":"https://ror.org/009pwww24","country_code":"CN","type":"company","lineage":["https://openalex.org/I4401726934"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wang, Shijin","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence & iFLYTEK AI Research Hefei , China","State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence & iFLYTEK AI Research Hefei , China","institution_ids":["https://openalex.org/I4401726934"]},{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China Hefei , China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5148592342","display_name":"Qi Liu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liu, Qi","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China & Institute of Artificial Intelligence , Hefei Comprehensive National Science Center Hefei , China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence , University of Science and Technology of China & Institute of Artificial Intelligence , Hefei Comprehensive National Science Center Hefei , China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.986299991607666,"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":0.986299991607666,"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":0.01269999984651804,"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/T14025","display_name":"Educational Technology and Assessment","score":9.999999747378752e-05,"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/knowledge-tracing","display_name":"knowledge tracing","score":0.9890000224113464},{"id":"https://openalex.org/keywords/multi-domain-learning","display_name":"multi-domain learning","score":0.9150000214576721},{"id":"https://openalex.org/keywords/cognitive-load","display_name":"cognitive load","score":0.9950000047683716},{"id":"https://openalex.org/keywords/knowledge-transfer","display_name":"knowledge transfer","score":0.9879999756813049},{"id":"https://openalex.org/keywords/hierarchical-graphs","display_name":"hierarchical graphs","score":0.6439999938011169},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.9480000138282776}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7569000124931335},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.6043000221252441},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.6011000275611877},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.5467000007629395},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.539900004863739},{"id":"https://openalex.org/C138673069","wikidata":"https://www.wikidata.org/wiki/Q322229","display_name":"Tracing","level":2,"score":0.5303999781608582},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5199999809265137},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.5133000016212463},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46560001373291016},{"id":"https://openalex.org/C61641136","wikidata":"https://www.wikidata.org/wiki/Q1107019","display_name":"Cognitive load","level":3,"score":0.45210000872612},{"id":"https://openalex.org/C115925183","wikidata":"https://www.wikidata.org/wiki/Q1412694","display_name":"Knowledge-based systems","level":2,"score":0.4507000148296356},{"id":"https://openalex.org/C120567893","wikidata":"https://www.wikidata.org/wiki/Q1582085","display_name":"Knowledge extraction","level":2,"score":0.40880000591278076},{"id":"https://openalex.org/C84685590","wikidata":"https://www.wikidata.org/wiki/Q1540472","display_name":"Knowledge engineering","level":2,"score":0.3995000123977661},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.3926999866962433},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.38530001044273376},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.375},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.3693999946117401},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.36320000886917114},{"id":"https://openalex.org/C2776291881","wikidata":"https://www.wikidata.org/wiki/Q6423378","display_name":"Knowledge level","level":2,"score":0.3303999900817871},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.32850000262260437},{"id":"https://openalex.org/C186528591","wikidata":"https://www.wikidata.org/wiki/Q619544","display_name":"Body of knowledge","level":2,"score":0.3231000006198883},{"id":"https://openalex.org/C14156362","wikidata":"https://www.wikidata.org/wiki/Q3235388","display_name":"Descriptive knowledge","level":2,"score":0.30059999227523804},{"id":"https://openalex.org/C49929091","wikidata":"https://www.wikidata.org/wiki/Q1930471","display_name":"General knowledge","level":2,"score":0.29019999504089355},{"id":"https://openalex.org/C124469403","wikidata":"https://www.wikidata.org/wiki/Q1813993","display_name":"Procedural knowledge","level":3,"score":0.28439998626708984},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.259799987077713},{"id":"https://openalex.org/C56814567","wikidata":"https://www.wikidata.org/wiki/Q1323686","display_name":"Explicit knowledge","level":2,"score":0.2578999996185303},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.2572000026702881}],"mesh":[],"locations_count":1,"locations":[{"id":"pmh:oai:arXiv.org:2608.24005","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.24005","pdf_url":"https://arxiv.org/pdf/2608.24005","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2608.24005","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2608.24005","pdf_url":"https://arxiv.org/pdf/2608.24005","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.8278999924659729}],"study_designs":[],"awards":[{"id":"https://openalex.org/G2567805129","display_name":null,"funder_award_id":"2024QNRC001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4815092742","display_name":null,"funder_award_id":"2024YFC3308200","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6991849872","display_name":null,"funder_award_id":"62477044","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7876222251","display_name":null,"funder_award_id":"2024QNRC001","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7204500045.pdf","grobid_xml":"https://content.openalex.org/works/W7204500045.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4405817177","https://openalex.org/W4407634259","https://openalex.org/W7117487835","https://openalex.org/W4399358033","https://openalex.org/W7162205163","https://openalex.org/W4414359489","https://openalex.org/W4406141078","https://openalex.org/W7140654397","https://openalex.org/W7152442748","https://openalex.org/W7134947029"],"abstract_inverted_index":{"Knowledge":[0,54,102],"Tracing":[1,103],"(KT)":[2],"aims":[3],"to":[4,79,106,121,150,164],"assess":[5],"students'":[6,81,186],"dynamic":[7],"knowledge":[8,51,57,82,98,145,159,169],"states":[9,58,64,170],"from":[10,42,115],"their":[11,118],"learning":[12,22,27,44,87],"histories.":[13],"While":[14],"most":[15],"existing":[16],"KT":[17],"methods":[18],"focus":[19,74],"on":[20,75,192],"single-domain":[21],"with":[23],"notable":[24],"success,":[25],"real-world":[26,193],"scenarios":[28,88],"often":[29],"involve":[30],"multiple":[31],"domains":[32,46],"simultaneously,":[33],"introducing":[34],"two":[35],"critical":[36],"factors:":[37],"1)":[38],"Cognitive":[39],"load,":[40],"arising":[41],"managing":[43],"across":[45,68,173],"in":[47,59,85,140],"both":[48,65,141],"temporal":[49,143],"and":[50,67,89,97,117,144,172],"dimensions.":[52],"2)":[53],"transfer,":[55],"where":[56],"one":[60],"domain":[61],"influence":[62],"related":[63],"within":[66,171],"domains.":[69,174],"In":[70],"this":[71],"paper,":[72],"we":[73],"exploring":[76],"these":[77,178],"factors":[78],"improve":[80],"state":[83],"assessment":[84],"multi-domain":[86],"propose":[90],"a":[91,123,158],"novel":[92],"method":[93,198],"incorporating":[94],"cognitive":[95,155],"Load":[96],"Transfer":[99],"for":[100],"Multi-domain":[101,124],"(LT-MKT).":[104],"Specifically,":[105],"bridge":[107],"isolated":[108],"domains,":[109],"LT-MKT":[110,180],"first":[111],"integrates":[112],"textual":[113],"information":[114],"questions":[116],"associated":[119],"concepts":[120],"construct":[122],"Hierarchical":[125],"Graph,":[126],"leveraging":[127],"the":[128,142,152,166],"advanced":[129],"representational":[130],"capabilities":[131],"of":[132,154,168,185],"large":[133],"language":[134],"models":[135],"(LLMs).":[136],"Then,":[137],"cross-domain":[138],"features":[139],"dimensions":[146],"are":[147],"explicitly":[148],"modeled":[149],"capture":[151],"effects":[153],"load.":[156],"Additionally,":[157],"transfer":[160],"module":[161],"is":[162],"designed":[163],"model":[165],"propagation":[167],"By":[175],"jointly":[176],"modeling":[177],"factors,":[179],"enables":[181],"more":[182],"accurate":[183],"prediction":[184],"future":[187],"performance.":[188,201],"Finally,":[189],"extensive":[190],"experiments":[191],"datasets":[194],"demonstrate":[195],"that":[196],"our":[197],"achieves":[199],"state-of-the-art":[200]},"counts_by_year":[],"updated_date":"2026-10-28T10:33:24.094632","created_date":"2026-08-28T00:00:00"}
