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 …

Enhancing deep knowledge tracing with auxiliary tasks

Z Liu, Q Liu, J Chen, S Huang, B Gao, W Luo… - Proceedings of the ACM …, 2023 - dl.acm.org
Knowledge tracing (KT) is the problem of predicting students' future performance based on
their historical interactions with intelligent tutoring systems. Recent studies have applied …

Towards robust knowledge tracing models via k-sparse attention

S Huang, Z Liu, X Zhao, W Luo, J Weng - Proceedings of the 46th …, 2023 - dl.acm.org
Knowledge tracing (KT) is the problem of predicting students' future performance based on
their historical interaction sequences. With the advanced capability of capturing contextual …

A self-attentive model for knowledge tracing

S Pandey, G Karypis - arXiv preprint arXiv:1907.06837, 2019 - arxiv.org
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. Each student's knowledge is …

Addressing two problems in deep knowledge tracing via prediction-consistent regularization

CK Yeung, DY Yeung - Proceedings of the fifth annual ACM conference …, 2018 - dl.acm.org
Knowledge tracing is one of the key research areas for empowering personalized education.
It is a task to model students' mastery level of a knowledge component (KC) based on their …

Tracing knowledge instead of patterns: Stable knowledge tracing with diagnostic transformer

Y Yin, L Dai, Z Huang, S Shen, F Wang, Q Liu… - Proceedings of the …, 2023 - dl.acm.org
Knowledge Tracing (KT) aims at tracing the evolution of the knowledge states along the
learning process of a learner. It has become a crucial task for online learning systems to …

Dynamic key-value memory networks for knowledge tracing

J Zhang, X Shi, I King, DY Yeung - Proceedings of the 26th international …, 2017 - dl.acm.org
Knowledge Tracing (KT) is a task of tracing evolving knowledge state of students with
respect to one or more concepts as they engage in a sequence of learning activities. One …

qdkt: Question-centric deep knowledge tracing

S Sonkar, AE Waters, AS Lan, PJ Grimaldi… - arXiv preprint arXiv …, 2020 - arxiv.org
Knowledge tracing (KT) models, eg, the deep knowledge tracing (DKT) model, track an
individual learner's acquisition of skills over time by examining the learner's performance on …

Multi-factors aware dual-attentional knowledge tracing

M Zhang, X Zhu, C Zhang, Y Ji, F Pan… - Proceedings of the 30th …, 2021 - dl.acm.org
With the increasing demands of personalized learning, knowledge tracing has become
important which traces students' knowledge states based on their historical practices. Factor …

GIKT: a graph-based interaction model for knowledge tracing

Y Yang, J Shen, Y Qu, Y Liu, K Wang, Y Zhu… - Machine learning and …, 2021 - Springer
With the rapid development in online education, knowledge tracing (KT) has become a
fundamental problem which traces students' knowledge status and predicts their …