{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T04:18:06Z","timestamp":1750220286749,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":16,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,3,4]],"date-time":"2022-03-04T00:00:00Z","timestamp":1646352000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"Bing-tuan Science and Technology Public Relations Project","award":["2021AB023"],"award-info":[{"award-number":["2021AB023"]}]}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,3,4]]},"DOI":"10.1145\/3529466.3529477","type":"proceedings-article","created":{"date-parts":[[2022,6,4]],"date-time":"2022-06-04T16:12:24Z","timestamp":1654359144000},"page":"210-215","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["A Novel Knowledge Tracing Model Based on Collaborative Multi-Head Attention"],"prefix":"10.1145","author":[{"given":"Wei","family":"Zhang","sequence":"first","affiliation":[{"name":"Central China Normal University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kaiyuan","family":"Qu","sequence":"additional","affiliation":[{"name":"Central China Normal University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yahui","family":"Han","sequence":"additional","affiliation":[{"name":"Central China Normal University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Longan","family":"Tan","sequence":"additional","affiliation":[{"name":"Central China Normal University, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2022,6,4]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Attention Is All You Need[J]. arXiv","author":"Vaswani A","year":"2017","unstructured":"Vaswani A , Shazeer N , Parmar N , Attention Is All You Need[J]. arXiv , 2017 . Vaswani A, Shazeer N, Parmar N, Attention Is All You Need[J]. arXiv, 2017."},{"key":"e_1_3_2_1_2_1","volume-title":"A Self-Attentive model for Knowledge Tracing[J]","author":"Pandey S","year":"2019","unstructured":"Pandey S , Karypis G . A Self-Attentive model for Knowledge Tracing[J] . 2019 . Pandey S, Karypis G . A Self-Attentive model for Knowledge Tracing[J]. 2019."},{"key":"e_1_3_2_1_3_1","unstructured":"Towards an Appropriate Query Key and Value Computation for Knowledge Tracing[J]. 2020.  Towards an Appropriate Query Key and Value Computation for Knowledge Tracing[J]. 2020."},{"key":"e_1_3_2_1_4_1","volume-title":"Integrating Temporal Features for EdNet Correctness Prediction[J]","author":"Shin Y","year":"2020","unstructured":"D Shin , Shim Y , Yu H , SAINT+ : Integrating Temporal Features for EdNet Correctness Prediction[J] . 2020 . D Shin, Shim Y, Yu H, SAINT+: Integrating Temporal Features for EdNet Correctness Prediction[J]. 2020."},{"key":"e_1_3_2_1_5_1","volume-title":"Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned[J]","author":"Voita E","year":"2019","unstructured":"Voita E , Talbot D , Moiseev F , Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned[J] . 2019 . Voita E, Talbot D, Moiseev F, Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned[J]. 2019."},{"key":"e_1_3_2_1_6_1","volume-title":"Are sixteen heads really better than one?[J]. arXiv preprint arXiv:1905.10650","author":"Michel P","year":"2019","unstructured":"Michel P , Levy O , Neubig G. Are sixteen heads really better than one?[J]. arXiv preprint arXiv:1905.10650 , 2019 . Michel P, Levy O, Neubig G. Are sixteen heads really better than one?[J]. arXiv preprint arXiv:1905.10650, 2019."},{"key":"e_1_3_2_1_7_1","volume-title":"Multi-Head Attention: Collaborate Instead of Concatenate[J]","author":"Cordonnier J B","year":"2020","unstructured":"Cordonnier J B , Loukas A , Jaggi M . Multi-Head Attention: Collaborate Instead of Concatenate[J] . 2020 . Cordonnier J B, Loukas A, Jaggi M . Multi-Head Attention: Collaborate Instead of Concatenate[J]. 2020."},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2017.324"},{"key":"e_1_3_2_1_9_1","volume-title":"International Conference, Umap, Big Island, Hi, Usa, June. Springer Berlin Heidelberg","author":"Pardos Z A","year":"2010","unstructured":"Pardos Z A , Heffernan N T. T. : Modeling Individualization in a Bayesian Networks Implementation of Knowledge Tracing[C]\/\/ User Modeling, Adaptation, & Personalization , International Conference, Umap, Big Island, Hi, Usa, June. Springer Berlin Heidelberg , 2010 . Pardos Z A, Heffernan N T. T.: Modeling Individualization in a Bayesian Networks Implementation of Knowledge Tracing[C]\/\/ User Modeling, Adaptation, & Personalization, International Conference, Umap, Big Island, Hi, Usa, June. Springer Berlin Heidelberg, 2010."},{"key":"e_1_3_2_1_10_1","volume-title":"Advances in Neural Information Processing Systems","author":"Piech J.","year":"2015","unstructured":"C. Piech , J. Spencer , J. Huang , S. Ganguli , M. Sahami , L. Guibas , and J. Sohl-Dickstein . Deep knowledge tracing . In Advances in Neural Information Processing Systems , 2015 . C. Piech, J. Spencer, J. Huang, S. Ganguli,M. Sahami, L. Guibas, and J. Sohl-Dickstein. Deep knowledge tracing. In Advances in Neural Information Processing Systems, 2015."},{"key":"e_1_3_2_1_11_1","volume-title":"Dynamic Key-Value Memory Networks for Knowledge Tracing[J]","author":"Shi X","year":"2016","unstructured":"hang J, Shi X , King I , Dynamic Key-Value Memory Networks for Knowledge Tracing[J] . 2016 . hang J, Shi X, King I, Dynamic Key-Value Memory Networks for Knowledge Tracing[J]. 2016."},{"key":"e_1_3_2_1_12_1","volume-title":"arXiv e-prints","author":"Girshick R.","year":"2015","unstructured":"Girshick R. Fast R-CNN[J]. arXiv e-prints , 2015 . Girshick R. Fast R-CNN[J]. arXiv e-prints, 2015."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"e_1_3_2_1_14_1","unstructured":"Ba J L Kiros J R Hinton G E. Layer Normalization[J]. 2016.  Ba J L Kiros J R Hinton G E. Layer Normalization[J]. 2016."},{"key":"e_1_3_2_1_15_1","volume-title":"Computer Science","author":"Kingma D","year":"2014","unstructured":"Kingma D , Ba J. Adam : A Method for Stochastic Optimization[J] . Computer Science , 2014 . Kingma D, Ba J. Adam: A Method for Stochastic Optimization[J]. Computer Science, 2014."},{"key":"e_1_3_2_1_16_1","volume-title":"A Survey on Knowledge Graphs: Representation, Acquisition and Applications[J]","author":"Ji S","year":"2020","unstructured":"Ji S , Pan S , Cambria E , A Survey on Knowledge Graphs: Representation, Acquisition and Applications[J] . 2020 . Ji S, Pan S, Cambria E, A Survey on Knowledge Graphs: Representation, Acquisition and Applications[J]. 2020."}],"event":{"name":"ICIAI 2022: 2022 the 6th International Conference on Innovation in Artificial Intelligence","acronym":"ICIAI 2022","location":"Guangzhou China"},"container-title":["2022 the 6th International Conference on Innovation in Artificial Intelligence (ICIAI)"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3529466.3529477","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3529466.3529477","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T19:31:25Z","timestamp":1750188685000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3529466.3529477"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,3,4]]},"references-count":16,"alternative-id":["10.1145\/3529466.3529477","10.1145\/3529466"],"URL":"https:\/\/doi.org\/10.1145\/3529466.3529477","relation":{},"subject":[],"published":{"date-parts":[[2022,3,4]]},"assertion":[{"value":"2022-06-04","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}