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Knowledge tracing is the task of modeling each student's mastery of knowledge concepts (KCs) as (s)he engages with a sequence of learning activities.
Theoretical foundations for intelligent tutoring systems
John Self. 1990 · 1990
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Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba. 2014 · 2014
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Deep knowledge tracing. In Advances in Neural Information Processing Systems
Chris Piech, Jonathan Bassen, Jonathan Huang, Surya Ganguli, Mehran Sahami, Leonidas J Guibas, and Jascha Sohl-Dickstein. 2015 · 2015
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Jimmy Lei Ba, Jamie Ryan Kiros, and Geoffrey E Hinton. 2016 · 2016
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Deep residual learning for image recognition. In Proceedings of the IEEE conference on computer vision and pattern recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2016 · 2016
Cited alongside, same era.
How deep is knowledge tracing?
Mohammad Khajah, Robert V Lindsey, and Michael C Mozer. 2016 · 2016
Cited alongside, same era.
One-shot learning with memory-augmented neural networks
Adam Santoro, Sergey Bartunov, Matthew Botvinick, Daan Wierstra, and Timothy Lillicrap. 2016 · 2016
Cited alongside, same era.
Dynamic key-value memory networks for knowledge tracing. In Proceedings of the 26th International Conference on World Wide Web
Jiani Zhang, Xingjian Shi, Irwin King, and Dit-Yan Yeung
Cited in the paper.
Attention is all you need. In Advances in Neural Information Processing Systems
Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N Gomez, Łukasz Kaiser, and Illia Polosukhin. 2017 · 2017
Later among the works it cites.
Self-Attentive Sequential Recommendation
Wang-Cheng Kang and Julian McAuley. 2018 · 2018
Later among the works it cites.
Addressing two problems in deep knowledge tracing via prediction-consistent regularization
Chun-Kit Yeung and Dit-Yan Yeung. 2018 · 2018
Later among the works it cites.
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