Knowledge tracing: A survey

G Abdelrahman, Q Wang, B Nunes - ACM Computing Surveys, 2023 - dl.acm.org
Humans' ability to transfer knowledge through teaching is one of the essential aspects for
human intelligence. A human teacher can track the knowledge of students to customize the …

AI-based personalized e-learning systems: Issues, challenges, and solutions

M Murtaza, Y Ahmed, JA Shamsi, F Sherwani… - IEEE …, 2022 - ieeexplore.ieee.org
A personalized e-learning system is effective in imparting enhanced learning to its users. As
compared to a conventional e-learning system, which provides similar contents to each …

Bi-CLKT: Bi-graph contrastive learning based knowledge tracing

X Song, J Li, Q Lei, W Zhao, Y Chen, A Mian - Knowledge-Based Systems, 2022 - Elsevier
Abstract The goal of Knowledge Tracing (KT) is to estimate how well students have
mastered a concept based on their historical learning of related exercises. The benefit of …

A survey on deep learning based knowledge tracing

X Song, J Li, T Cai, S Yang, T Yang, C Liu - Knowledge-Based Systems, 2022 - Elsevier
Abstract “Knowledge tracing (KT)” is an emerging and popular research topic in the field of
online education that seeks to assess students' mastery of a concept based on their …

Context-aware attentive knowledge tracing

A Ghosh, N Heffernan, AS Lan - Proceedings of the 26th ACM SIGKDD …, 2020 - dl.acm.org
Knowledge tracing (KT) refers to the problem of predicting future learner performance given
their past performance in educational applications. Recent developments in KT using …

Jkt: A joint graph convolutional network based deep knowledge tracing

X Song, J Li, Y Tang, T Zhao, Y Chen, Z Guan - Information Sciences, 2021 - Elsevier
Abstract Knowledge Tracing (KT) aims to trace the student's state of evolutionary mastery for
a particular knowledge or concept based on the student's historical learning interactions with …

A survey of knowledge tracing

Q Liu, S Shen, Z Huang, E Chen, Y Zheng - arXiv preprint arXiv …, 2021 - arxiv.org
High-quality education is one of the keys to achieving a more sustainable world. In contrast
to traditional face-to-face classroom education, online education enables us to record and …

RKT: relation-aware self-attention for knowledge tracing

S Pandey, J Srivastava - Proceedings of the 29th ACM international …, 2020 - dl.acm.org
The world has transitioned into a new phase of online learning in response to the recent
Covid19 pandemic. Now more than ever, it has become paramount to push the limits of …

Learning process-consistent knowledge tracing

S Shen, Q Liu, E Chen, Z Huang, W Huang… - Proceedings of the 27th …, 2021 - dl.acm.org
Knowledge tracing (KT), which aims to trace students' changing knowledge state during their
learning process, has improved students' learning efficiency in online learning systems …

Saint+: Integrating temporal features for ednet correctness prediction

D Shin, Y Shim, H Yu, S Lee, B Kim… - LAK21: 11th International …, 2021 - dl.acm.org
We propose SAINT+, a successor of SAINT which is a Transformer based knowledge tracing
model that separately processes exercise information and student response information …