{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,24]],"date-time":"2026-07-24T14:49:09Z","timestamp":1784904549963,"version":"3.55.0"},"reference-count":59,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T00:00:00Z","timestamp":1775001600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T00:00:00Z","timestamp":1775001600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T00:00:00Z","timestamp":1775001600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62177016"],"award-info":[{"award-number":["62177016"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010838","name":"Guangdong Office of Philosophy and Social Science","doi-asserted-by":"publisher","award":["GD25CJY20"],"award-info":[{"award-number":["GD25CJY20"]}],"id":[{"id":"10.13039\/501100010838","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100017607","name":"Shenzhen Municipal Fundamental Research Program","doi-asserted-by":"publisher","award":["JCYJ20240813141305008"],"award-info":[{"award-number":["JCYJ20240813141305008"]}],"id":[{"id":"10.13039\/501100017607","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Startup Funding from the Faculty of Education, Shenzhen University","award":["XRZ04"],"award-info":[{"award-number":["XRZ04"]}]},{"name":"Graduate Innovation Project of Shenzhen University","award":["868-000002020242"],"award-info":[{"award-number":["868-000002020242"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Comput. Soc. Syst."],"published-print":{"date-parts":[[2026,4]]},"DOI":"10.1109\/tcss.2025.3627690","type":"journal-article","created":{"date-parts":[[2025,12,5]],"date-time":"2025-12-05T18:40:18Z","timestamp":1764960018000},"page":"2188-2199","source":"Crossref","is-referenced-by-count":1,"title":["EmoKT: Emotion-Aware Fusion Enhanced Knowledge Tracing Using Joint Graph\u2013Transformer Model"],"prefix":"10.1109","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5152-1824","authenticated-orcid":false,"given":"Tao","family":"He","sequence":"first","affiliation":[{"name":"Faculty of Education, Shenzhen University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0003-1898-3930","authenticated-orcid":false,"given":"Zhitian","family":"Zhong","sequence":"additional","affiliation":[{"name":"Faculty of Education, Shenzhen University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-4783-2952","authenticated-orcid":false,"given":"Shimin","family":"Kang","sequence":"additional","affiliation":[{"name":"Faculty of Education, Shenzhen University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0001-8724-8118","authenticated-orcid":false,"given":"Xuri","family":"Fang","sequence":"additional","affiliation":[{"name":"Faculty of Education, Shenzhen University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-4947-5182","authenticated-orcid":false,"given":"Kaihang","family":"Yang","sequence":"additional","affiliation":[{"name":"Faculty of Education, Shenzhen University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0808-9914","authenticated-orcid":false,"given":"Xiaoming","family":"Cao","sequence":"additional","affiliation":[{"name":"Faculty of Education, Shenzhen University, Shenzhen, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/tlt.2024.3383325"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1145\/3569576"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1007\/bf01099821"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.5555\/2969239.2969296"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-009-9063-7"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3308558.3313565"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1007\/s11423-022-10083-2"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3350546.3352513"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-67658-2_18"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/icdm50108.2020.00063"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.learninstruc.2011.10.001"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.psych.56.091103.070234"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/2701973.2702720"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2025.3526584"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2025.3538121"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.52202\/079017-1676"},{"key":"ref19","first-page":"28798","article-title":"Graphformers: GNN-nested transformers for representation learning on textual graph","volume":"34","author":"Yang","year":"2021","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"ref20","article-title":"Graphit: Encoding graph structure in transformers","author":"Mialon","year":"2021"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/tcss.2024.3515254"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-025-96540-3"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.03.001"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/s11257-023-09389-4"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1145\/3038912.3052580"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3331184.3331195"},{"key":"ref27","article-title":"A self-attentive model for knowledge tracing","author":"Pandey","year":"2019"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3386527.3405945"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3448139.3448188"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1207\/s15326985ep3702_4"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1016\/j.lindif.2015.12.015"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1016\/j.lmot.2018.04.002"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.lindif.2021.102087"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-024-72656-w"},{"key":"ref35","article-title":"Emotion in education","volume-title":"Educational Psychology","author":"Schutz","year":"2007"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1007\/s12144-019-00227-8"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s10648-006-9029-9"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.lindif.2020.101873"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i1.27818"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/tnn.2008.2005605"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623732"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3219819.3219890"},{"key":"ref43","first-page":"1263","article-title":"Neural message passing for quantum chemistry","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","author":"Gilmer","year":"2017"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.48550\/arXiv.1810.04805"},{"key":"ref45","article-title":"An image is worth 16 x 16 words: Transformers for image recognition at scale","author":"Dosovitskiy","year":"2020"},{"key":"ref46","article-title":"Graph-BERT: Only attention is needed for learning graph representations","author":"Zhang","year":"2020"},{"key":"ref47","article-title":"Graph transformer networks","volume-title":"Proc. 33rd Int. Conf. Neural Inf. Process. Syst.","volume":"32","author":"Yun","year":"2019"},{"key":"ref48","first-page":"28877","article-title":"Do transformers really perform badly for graph representation?","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Ying","year":"2021"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1145\/3366423.3380027"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/3539618.3591723"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.cobeha.2017.05.018"},{"key":"ref52","article-title":"Semi-supervised classification with graph convolutional networks","author":"Kipf","year":"2016"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/2723576.2723618"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1145\/2460296.2460320"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3394486.3403282"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3447548.3467237"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3531939"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2023.123128"},{"key":"ref59","article-title":"A method for stochastic optimization","author":"Kingma","year":"2014"}],"container-title":["IEEE Transactions on Computational Social Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6570650\/11471691\/11278778.pdf?arnumber=11278778","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,6]],"date-time":"2026-04-06T19:58:24Z","timestamp":1775505504000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11278778\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,4]]},"references-count":59,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tcss.2025.3627690","relation":{},"ISSN":["2329-924X","2373-7476"],"issn-type":[{"value":"2329-924X","type":"electronic"},{"value":"2373-7476","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4]]}}}