A survey of knowledge tracing: Models, variants, and applications

S Shen, Q Liu, Z Huang, Y Zheng, M Yin… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Modern online education has the capacity to provide intelligent educational services by
automatically analyzing substantial amounts of student behavioral data. Knowledge Tracing …

Adversarial bootstrapped question representation learning for knowledge tracing

J Sun, F Yu, S Liu, Y Luo, R Liang, X Shen - Proceedings of the 31st …, 2023 - dl.acm.org
Knowledge tracing (KT), which estimates and traces the degree of learners' mastery of
concepts based on students' responses to learning resources, has become an increasingly …

Weighted heterogeneous graph-based three-view contrastive learning for knowledge tracing in personalized e-learning systems

J Sun, S Du, Z Liu, F Yu, S Liu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Personalized e-learning systems are applications of consumer electronics in the field of
education that provide individualized and adaptive services for users. Knowledge tracing …

Adaptive meta-knowledge dictionary learning for incremental knowledge tracing

H Dai, Y Zhang, Y Yun, R An, W Zhang… - … Applications of Artificial …, 2024 - Elsevier
Across intelligent education, knowledge tracing (KT) is a fundamental problem in realizing
personalized education. Recently, several approaches using Recurrent Neural Networks …

Difficulty-Focused Contrastive Learning for Knowledge Tracing with a Large Language Model-Based Difficulty Prediction

U Lee, S Yoon, JS Yun, K Park, YH Jung… - arXiv preprint arXiv …, 2023 - arxiv.org
This paper presents novel techniques for enhancing the performance of knowledge tracing
(KT) models by focusing on the crucial factor of question and concept difficulty level. Despite …

Interpretable Knowledge Tracing with Multiscale State Representation

J Sun, F Yu, Q Wan, Q Li, S Liu, X Shen - Proceedings of the ACM on …, 2024 - dl.acm.org
Knowledge Tracing (KT) is vital for education, continuously monitoring students' knowledge
states (mastery of knowledge) as they interact with online education materials. Despite …

Construction of Knowledge Tracing Model Based on Side Information

H Xu, J Yin, C Wang, X Gu - 2023 - researchsquare.com
Abstract Intelligent Tutoring Systems are becoming more and more important in online
education. Knowledge Tracing is a crucial part of ITS and aims to track students' knowledge …

Deep Knowledge Tracing Guided by Cognitive Diagnosis Theory

Z Jiang, Q Tan, P Yang - Available at SSRN 4806465 - papers.ssrn.com
Abstract Knowledge Tracing is an emerging and vital research topic in the field of online
education data mining. Its primary objective is to trace learners' changing knowledge states …