Improving Interpretability of Deep Sequential Knowledge Tracing Models
with Question-centric Cognitive Representations

Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations

14 February 2023

Zitao Liu

Papers citing "Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations"

17 / 17 papers shown

Title
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge Transfer Wenkang Han Wang Lin Liya Hu Zhenlong Dai Yiyun Zhou Mengze Li Zemin Liu Chang Yao Jingyuan Chen AI4Ed 20 0 0 14 May 2025
LLM-driven Effective Knowledge Tracing by Integrating Dual-channel Difficulty Jiahui Cen Jianghao Lin Weizhong Xuan Dong-ping Zhou Jianfei Chen Aimin Yang Yue Zhou AI4Ed 89 0 0 27 Feb 2025
Sparse Binary Representation Learning for Knowledge Tracing Yahya Badran Christine Preisach 52 0 0 20 Jan 2025
TutorLLM: Customizing Learning Recommendations with Knowledge Tracing and Retrieval-Augmented Generation Zhaoxing Li V. Yazdanpanah Jindi Wang Wen Gu Lei Shi Alexandra I. Cristea Sarah Kiden Sebastian Stein AI4Ed RALM 44 0 0 20 Jan 2025
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 52 1 0 02 Oct 2024
Enhancing Knowledge Tracing with Concept Map and Response Disentanglement Soonwook Park Donghoon Lee Hogun Park AI4Ed 27 1 0 23 Aug 2024
Towards Robust Knowledge Tracing Models via k-Sparse Attention Shuyan Huang Zitao Liu Xiangyu Zhao Weiqing Luo Jian Weng AI4Ed 27 21 0 24 Jul 2024
Dual-State Personalized Knowledge Tracing with Emotional Incorporation Shanshan Wang Fangzheng Yuan Keyang Wang Xun Yang Xingyi Zhang Meng Wang AI4Ed 26 0 0 27 May 2024
Predictive, scalable and interpretable knowledge tracing on structured domains Hanqi Zhou Robert Bamler Charley M. Wu Álvaro Tejero-Cantero AI4Ed 20 7 0 19 Mar 2024
A Question-centric Multi-experts Contrastive Learning Framework for Improving the Accuracy and Interpretability of Deep Sequential Knowledge Tracing Models Hengyuan Zhang Zitao Liu Chenming Shang Dawei Li Yong Jiang AI4Ed 52 8 0 12 Mar 2024
A Survey of Explainable Knowledge Tracing Yanhong Bai Jiabao Zhao Tingjiang Wei Qing Cai Liang He 38 4 0 12 Mar 2024
A Review of Data Mining in Personalized Education: Current Trends and Future Prospects Zhang Xiong Haoxuan Li Zhuang Liu Zhuofan Chen Hao Zhou Wenge Rong Y. Ouyang 35 5 0 27 Feb 2024
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning Jiajun Cui Minghe Yu Bo Jiang Aimin Zhou Jianyong Wang Wei Zhang 39 3 0 01 Dec 2023
Do We Fully Understand Students' Knowledge States? Identifying and Mitigating Answer Bias in Knowledge Tracing C. Cui Hebo Ma C. Zhang Chunyun Zhang Yumo Yao Meng Chen Yuling Ma KELM 41 1 0 15 Aug 2023
Enhancing Deep Knowledge Tracing with Auxiliary Tasks Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Boyu Gao Weiqing Luo Jian Weng AI4Ed 33 45 0 14 Feb 2023
simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge Tracing Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Weiqing Luo AI4Ed 21 38 0 14 Feb 2023
SC-Ques: A Sentence Completion Question Dataset for English as a Second Language Learners Qiongqiong Liu Yaying Huang Zitao Liu Shuyan Huang Jiahao Chen Xiangyu Zhao Guimin Lin Yuyu Zhou Weiqing Luo 33 1 0 24 Jun 2022