Concepedia

Transformer-based Knowledge Tracing

Transformer-Based Knowledge Tracing is a knowledge tracing method that leverages the transformer architecture to model student learning by capturing long-range dependencies and complex temporal patterns in educational interaction sequences through self-attention mechanisms.

8

Publications

389

Citations

48

Authors

9

Institutions

Publications per year

2017–2026

8

Parents

Publications

8

SAINT+: Integrating Temporal Features for EdNet Correctness Prediction

Dongmin Shin, Yugeun Shim, Hangyeol Yu et al. · 2021 · 147 citations · Full text

, , +16

Tracing Knowledge Instead of Patterns: Stable Knowledge Tracing with Diagnostic Transformer

Yu Yin, Le Dai, Zhenya Huang et al. · 2023 · 86 citations

, , +17

HiTSKT: A hierarchical transformer model for session-aware knowledge tracing

Fucai Ke, Weiqing Wang, Weicong Tan et al. · Knowledge-Based Systems · 2023 · 45 citations · Full text

, , +13

Fine-Grained Interaction Modeling with Multi-Relational Transformer for Knowledge Tracing

Jiajun Cui, Zeyuan Chen, Aimin Zhou et al. · ACM Transactions on Information Systems · 2023 · 39 citations

, , +15

Exploiting multiple question factors for knowledge tracing

Yan Zhao, Huifang Ma, Wentao Wang et al. · Expert Systems with Applications · 2023 · 26 citations · Full text

, , +10

1–5 of 8

Authors

48

  1. YZ
    Yan Zhao

    Northwest Normal University, China

    1 publications · 26 citations

    1

    h-index

  2. XW
    Xingmei Wang

    University of Pennsylvania, United States

    1 publications · 14 citations

    1

    h-index

  3. JC
    Jiajun Cui

    East China Normal University, China

    1 publications · 39 citations

    1

    h-index

  4. BL
    Bo Liu

    Shanghai Jiao Tong University, China

    1 publications · 14 citations

    1

    h-index

  5. DS
    Dongmin Shin

    Association for Computing Machinery, United States

    1 publications · 147 citations

    1

    h-index

1–5 of 48

Institutions

9

  1. The University of Queensland

    Brisbane, Australia

    1 h-index

    1 publications

    45 citations

  2. Monash University

    Melbourne, Australia

    1 h-index

    6 publications

    270 citations

  3. Harbin Engineering University

    Harbin, China

    1 h-index

    3 publications

    42 citations

  4. Northwest Normal University

    Lanzhou, China

    1 h-index

    6 publications

    156 citations

  5. Singapore Management University

    Singapore, Singapore

    1 h-index

    1 publications

    14 citations

  6. Tsinghua University

    Beijing, China

    1 h-index

    1 publications

    39 citations

  7. University of Science and Technology of China

    Hefei, China

    1 h-index

    8 publications

    688 citations

  8. East China Normal University

    Shanghai, China

    1 h-index

    4 publications

    156 citations

1–8 of 9

Venues

  1. Knowledge-Based Systems

    2 publications · 59 citations

    2

    h-index

  2. ACM Transactions on Information Systems

    1 publications · 39 citations

    1

    h-index

  3. Electronic Commerce Research

    1 publications · 20 citations

    1

    h-index

  4. arXiv (Cornell University)

    Repository · 1 publications · 12 citations

    1

    h-index

  5. Expert Systems with Applications

    1 publications · 26 citations

    1

    h-index

1–5