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Keyword

deep knowledge tracing

Description: A deep-learning approach to knowledge tracing that models learners’ changing mastery of skills from sequences of educational interactions.
OpenAlex ID: keywords/deep-knowledge-tracing
Dynamic Key-Value Memory Networks for Knowledge Tracing
2017 · Jiani Zhang, Xingjian Shi, et al. · International World Wide Web Conference (WWW) · 903
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network
2019 · Hiromi Nakagawa, Yusuke Iwasawa, et al. · IEEE/WIC/ACM International Conference on Web Intelligence · 410
Addressing two problems in deep knowledge tracing via prediction-consistent regularization
2018 · Chun-Kit Yeung, Dit-Yan Yeung · 345
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A Self-Attentive model for Knowledge Tracing
2019 · Pandey, Shalini, Karypis, George · arXiv (Cornell University) · 278
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Augmenting Knowledge Tracing by Considering Forgetting Behavior
2019 · Koki Nagatani, Qian Zhang, et al. · 260
Bi-CLKT: Bi-Graph Contrastive Learning based Knowledge Tracing
2022 · Xiangyu Song, Jianxin Li, et al. · Knowledge-Based Systems · 251
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Prerequisite-Driven Deep Knowledge Tracing
2018 · Penghe Chen, Yu Lu, et al. · Proceedings · 175
Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing
2018 · Sein Minn, Yi Yu, et al. · Proceedings · 160
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How deep is knowledge tracing?
2016 · Khajah, Mohammad, Lindsey, Robert V., et al. · arXiv (Cornell University) · 155
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Going Deeper with Deep Knowledge Tracing.
2016 · Xiaolu Xiong, Siyuan Zhao, et al. · Educational Data Mining · 153
Structure-Based Knowledge Tracing: An Influence Propagation View
2020 · Shiwei Tong, Qi Liu, et al. · Proceedings · 145
Incorporating Rich Features into Deep Knowledge Tracing
2017 · Liang Zhang, Xiaolu Xiong, et al. · ACM Conference on Learning @ Scale (L@S) · 124
SGKT: Session graph-based knowledge tracing for student performance prediction
2022 · Zhengyang Wu, Li Huang, et al. · Expert Systems with Applications · 102
Knowledge modeling via contextualized representations for LSTM-based personalized exercise recommendation
2020 · Yujia Huo, Derek F. Wong, et al. · Information Sciences · 101
Exercise recommendation based on knowledge concept prediction
2020 · Zhengyang Wu, Ming Li, et al. · Knowledge-Based Systems · 86
Enhancing Deep Knowledge Tracing with Auxiliary Tasks
2023 · Zitao Liu, Qiongqiong Liu, et al. · ACM Web Conference (WWW) · 81
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Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation
2016 · Wilson, Kevin H., Karklin, Yan, et al. · arXiv (Cornell University) · 70
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When is Deep Learning the Best Approach to Knowledge Tracing?
2020 · Gervet, Theophile, Koedinger, Ken, et al. · Journal of Educational Data Mining · 65
Implicit Heterogeneous Features Embedding in Deep Knowledge Tracing
2017 · Haiqin Yang, Lap Pong Cheung · Cognitive Computation · 64
Deep Knowledge Tracing with Side Information
2019 · Zhiwei Wang, Xiaoqin Feng, et al. · Lecture notes in computer science · 62
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Deep Knowledge Tracing with Transformers
2020 · Shi Pu, Michael Yudelson, et al. · Lecture notes in computer science · 50
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations
2022 · Sein Minn, Jill-Jênn Vie, et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 49
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Dynamic Cognitive Diagnosis: An Educational Priors-Enhanced Deep Knowledge Tracing Perspective
2023 · Fei Wang, Zhenya Huang, et al. · IEEE Transactions on Learning Technologies · 45
A survey of explainable knowledge tracing
2024 · Yanhong Bai, Jiabao Zhao, et al. · Applied Intelligence · 44
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A novel framework for deep knowledge tracing via gating-controlled forgetting and learning mechanisms
2022 · Weizhong Zhao, Jun Xia, et al. · Information Processing & Management · 44
Works count: 317
Citation count: 5,410
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