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Knowledge tracing (KT) is a crucial technique to predict students' future performance by observing their historical learning processes.
Deep-IRT: Make deep learning based knowledge tracing explainable using item response theory
Yeung, C.-K. 2019 · 1904
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Knowledge tracing: Modeling the acquisition of procedural knowledge
Corbett, A. T.; and Anderson, J. R. 1994 · 1994
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Learning factors analysis–a general method for cognitive model evaluation and improvement
Cen, H.; Koedinger, K.; and Junker, B. 2006 · 2006
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Instructions and Guide for Diagnostic Questions: The NeurIPS 2020 Education Challenge
Wang, Z.; Lamb, A.; Saveliev, E.; Cameron, P.; Zaykov, Y.; Hernández-Lobato, J. M.; Turner, R. E.; Baraniuk, R. G.; Barton, C.; Jones, S. P.; et al. 2020b · 2007
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Adam: A Method for Stochastic Optimization
Kingma, D. P.; and Ba, J. 2015 · 2015
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Deep knowledge tracing
Piech, C.; Bassen, J.; Huang, J.; Ganguli, S.; Sahami, M.; Guibas, L. J.; and Sohl-Dickstein, J. 2015 · 2015
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Dynamic Bayesian networks for student modeling
Käser, T.; Klingler, S.; Schwing, A. G.; and Gross, M. 2017 · 2017
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Dynamic Key-Value Memory Networks for Knowledge Tracing
Zhang, J.; Shi, X.; King, I.; and Yeung, D. Y. 2017 · 2017
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Prerequisite-driven deep knowledge tracing
Chen, P.; Lu, Y.; Zheng, V. W.; and Pian, Y. 2018 · 2018
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Adaptive gamification for learning environments
Lavoué, E.; Monterrat, B.; Desmarais, M.; and George, S. 2018 · 2018
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Deep knowledge tracing and dynamic student classification for knowledge tracing
Minn, S.; Yu, Y.; Desmarais, M. C.; Zhu, F.; and Vie, J.-J. 2018 · 2018
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Exercise-enhanced sequential modeling for student performance prediction
Su, Y.; Liu, Q.; Liu, Q.; Huang, Z.; Yin, Y.; Chen, E.; Ding, C.; Wei, S.; and Hu, G. 2018 · 2018
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Addressing two problems in deep knowledge tracing via prediction-consistent regularization
Yeung, C.-K.; and Yeung, D.-Y. 2018 · 2018
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Knowledge tracing with sequential key-value memory networks
Abdelrahman, G.; and Wang, Q. 2019 · 2019
Cited alongside, same era.
Knowledge query network for knowledge tracing: How knowledge interacts with skills
Lee, J.; and Yeung, D.-Y. 2019 · 2019
Cited alongside, same era.
EKT: Exercise-aware knowledge tracing for student performance prediction
Liu, Q.; Huang, Z.; Yin, Y.; Chen, E.; Xiong, H.; Su, Y.; and Hu, G. 2019 · 2019
Cited alongside, same era.
Augmenting knowledge tracing by considering forgetting behavior
Nagatani, K.; Zhang, Q.; Sato, M.; Chen, Y.-Y.; Chen, F.; and Ohkuma, T. 2019 · 2019
Cited alongside, same era.
Graph-based knowledge tracing: modeling student proficiency using graph neural network
Nakagawa, H.; Iwasawa, Y.; and Matsuo, Y. 2019 · 2019
Cited alongside, same era.
A self-attentive model for knowledge tracing
Pandey, S.; and Karypis, G. 2019 · 2019
qDKT: Question-centric deep knowledge tracing
Sonkar, S.; Waters, A. E.; Lan, A. S.; Grimaldi, P. J.; and Baraniuk, R. G. 2020 · 2020
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Structure-based Knowledge Tracing: An Influence Propagation View
Tong, S.; Liu, Q.; Huang, W.; Huang, Z.; Chen, E.; Liu, C.; Ma, H.; and Wang, S. 2020 · 2020
Later among the works it cites.
GIKT: a graph-based interaction model for knowledge tracing
Yang, Y.; Shen, J.; Qu, Y.; Liu, Y.; Wang, K.; Zhu, Y.; Zhang, W.; and Yu, Y. 2020 · 2020
Later among the works it cites.
Interpretable personalized knowledge tracing and next learning activity recommendation
Zhao, J.; Bhatt, S.; Thille, C.; Zimmaro, D.; and Gattani, N. 2020 · 2020
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Incorporating item response theory into knowledge tracing
Converse, G.; Pu, S.; and Oliveira, S. 2021 · 2021
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Enhancing Knowledge Tracing via Adversarial Training
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Cited alongside, same era.
Deep knowledge tracing with side information
Wang, Z.; Feng, X.; Tang, J.; Huang, G. Y.; and Liu, Z. 2019 · 2019
Cited alongside, same era.
Towards an appropriate query, key, and value computation for knowledge tracing
Choi, Y.; Lee, Y.; Cho, J.; Baek, J.; Kim, B.; Cha, Y.; Shin, D.; Bae, C.; and Heo, J. 2020 · 2020
Cited alongside, same era.
Context-Aware Attentive Knowledge Tracing
Ghosh, A.; Heffernan, N.; and Lan, A. S. 2020 · 2020
Cited alongside, same era.
Towards interpretable deep learning models for knowledge tracing
Lu, Y.; Wang, D.; Meng, Q.; and Chen, P. 2020 · 2020
Cited alongside, same era.
RKT: relation-aware self-attention for knowledge tracing
Pandey, S.; and Srivastava, J. 2020 · 2020
Cited alongside, same era.
Deep knowledge tracing with transformers
Pu, S.; Yudelson, M.; Ou, L.; and Huang, Y. 2020 · 2020
Cited alongside, same era.
Guo, X.; Huang, Z.; Gao, J.; Shang, M.; Shu, M.; and Sun, J. 2021 · 2021
Later among the works it cites.
Mathematical Word Problem Generation from Commonsense Knowledge Graph and Equations
Liu, T.; Fang, Q.; Ding, W.; Li, H.; Wu, Z.; and Liu, Z. 2021a · 2021
Later among the works it cites.
Tracing Knowledge State with Individual Cognition and Acquisition Estimation
Long, T.; Liu, Y.; Shen, J.; Zhang, W.; and Yu, Y. 2021 · 2021
Later among the works it cites.
Learning Process-consistent Knowledge Tracing
Shen, S.; Liu, Q.; Chen, E.; Huang, Z.; Huang, W.; Yin, Y.; Su, Y.; and Wang, S. 2021 · 2021
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Multi-Factors Aware Dual-Attentional Knowledge Tracing
Zhang, M.; Zhu, X.; Zhang, C.; Ji, Y.; Pan, F.; and Yin, C. 2021 · 2021
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Interpreting Deep Learning Models for Knowledge Tracing
Lu, Y.; Wang, D.; Chen, P.; Meng, Q.; and Yu, S. 2022 · 2022
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EAKT: Embedding Cognitive Framework with Attention for Interpretable Knowledge Tracing
Pu, Y.; Wu, W.; Peng, T.; Liu, F.; Liang, Y.; Yu, X.; Chen, R.; and Feng, P. 2022 · 2022
Later among the works it cites.
Enhancing Deep Knowledge Tracing with Auxiliary Tasks
Liu, Z.; Liu, Q.; Chen, J.; Huang, S.; Gao, B.; Luo, W.; and Weng, J. 2023a · 2023
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