Towards Robust Knowledge Tracing Models via k-Sparse Attention

Towards Robust Knowledge Tracing Models via k-Sparse Attention

24 July 2024

Zitao Liu

Xiangyu Zhao

ArXiv (abs)PDF HTML Github (276★)

Papers citing "Towards Robust Knowledge Tracing Models via k-Sparse Attention"

11 / 11 papers shown

Title
Advancing Knowledge Tracing by Exploring Follow-up Performance Trends Hengyu Liu Yushuai Li Minghe Yu Tiancheng Zhang Ge Yu Torben Bach Pedersen Kristian Torp Christian S. Jensen Tianyi Li AI4Ed 347 0 0 11 Aug 2025
Model Merging for Knowledge Editing Zichuan Fu Xian Wu Guojing Li Yingying Zhang Yefeng Zheng Tianshi Ming Y. X. R. Wang Wanyu Wang Xiangyu Zhao KELM MoMe CLL 182 1 0 14 Jun 2025
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge TransferInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Wenkang Han Wang Lin Liya Hu Zhenlong Dai Yiyun Zhou Mengze Li Zemin Liu Chang Yao Jingyuan Chen AI4Ed 256 5 0 14 May 2025
RouterKT: Mixture-of-Experts for Knowledge Tracing Han Liao Shuaishuai Zu 348 1 0 11 Apr 2025
Disentangled Knowledge Tracing for Alleviating Cognitive BiasThe Web Conference (WWW), 2025 Yiyun Zhou Zheqi Lv Shengyu Zhang Jingyuan Chen AI4Ed 234 14 0 04 Mar 2025
LLM-driven Effective Knowledge Tracing by Integrating Dual-channel Difficulty Jiahui Cen Jianghao Lin Weizhong Xuan Dong-ping Zhou Jianfei Chen Aimin Yang Yimiao Zhou AI4Ed 414 0 0 27 Feb 2025
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 324 7 0 02 Oct 2024
Personalized Knowledge Tracing through Student Representation Reconstruction and Class Imbalance Mitigation Zhiyu Chen Wei Ji Jing Xiao Zitao Liu AI4Ed 117 1 0 10 Sep 2024
A Question-centric Multi-experts Contrastive Learning Framework for Improving the Accuracy and Interpretability of Deep Sequential Knowledge Tracing ModelsACM Transactions on Knowledge Discovery from Data (TKDD), 2024 Hengyuan Zhang Zitao Liu Chenming Shang Dawei Li Yong Jiang AI4Ed 448 11 0 12 Mar 2024
Improving Low-Resource Knowledge Tracing Tasks by Supervised Pre-training and Importance Mechanism Fine-tuning Hengyuan Zhang Zitao Liu Shuyan Huang Chenming Shang Bojun Zhan Yong Jiang 352 5 0 11 Mar 2024
A Survey of Knowledge Tracing: Models, Variants, and ApplicationsIEEE Transactions on Learning Technologies (IEEE TLT), 2021 Shuanghong Shen Qi Liu Zhenya Huang Yonghe Zheng Minghao Yin Minjuan Wang Enhong Chen KELM AI4Ed 239 83 0 06 May 2021