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Towards an Appropriate Query, Key, and Value Computation for Knowledge Tracing

14 February 2020

Papers citing "Towards an Appropriate Query, Key, and Value Computation for Knowledge Tracing"

50 / 58 papers shown

Title
A Hierarchical Probabilistic Framework for Incremental Knowledge Tracing in Classroom Settings Xinyi Gao Qiucheng Wu Yang Zhang Xuechen Liu Kaizhi Qian Ying Xu Shiyu Chang AI4Ed 41 0 0 11 Jun 2025
Dynamic Programming Techniques for Enhancing Cognitive Representation in Knowledge Tracing Lixiang Xu Xianwei Ding Xin Yuan Richang Hong Feiping Nie Enhong Chen Philip S. Yu AI4Ed 54 0 0 03 Jun 2025
Personalized Student Knowledge Modeling for Future Learning Resource Prediction Soroush Hashemifar Sherry Sahebi AI4Ed 222 0 0 20 May 2025
AdvKT: An Adversarial Multi-Step Training Framework for Knowledge Tracing Lingyue Fu Ting Long Jianghao Lin Wei Xia Xinyi Dai Ruiming Tang Yun Wang Weinan Zhang Yong Yu OffRL 69 0 0 07 Apr 2025
Improving Question Embeddings with Cognitiv Representation Optimization for Knowledge Tracing Lixiang Xu Xianwei Ding Xin Yuan Ziyi Wang Lu Bai Enhong Chen Philip S. Yu Y. Tang AI4Ed 42 0 0 05 Apr 2025
Advancing Personalized Learning Analysis via an Innovative Domain Knowledge Informed Attention-based Knowledge Tracing Method Shubham Kose Jin Wei-Kocsis AI4Ed 58 0 0 09 Jan 2025
Deep Knowledge Tracing for Personalized Adaptive Learning at Historically Black Colleges and Universities Ming-Mu Kuo Xiangfang Li Lijun Qian Pamela Obiomon Xishuang Dong AI4Ed 51 0 0 02 Oct 2024
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing Yilmazcan Ozyurt Stefan Feuerriegel Mrinmaya Sachan AI4Ed 128 2 0 02 Oct 2024
Using Large Multimodal Models to Extract Knowledge Components for Knowledge Tracing from Multimedia Question Information Hyeongdon Moon Richard Lee Davis Seyed Parsa Neshaei Pierre Dillenbourg AI4Ed 70 0 0 30 Sep 2024
Personalized Knowledge Tracing through Student Representation Reconstruction and Class Imbalance Mitigation Zhiyu Chen Wei Ji Jing Xiao Zitao Liu AI4Ed 51 0 0 10 Sep 2024
Enhancing Knowledge Tracing with Concept Map and Response Disentanglement Soonwook Park Donghoon Lee Hogun Park AI4Ed 51 2 0 23 Aug 2024
DyGKT: Dynamic Graph Learning for Knowledge Tracing Ke Cheng Linzhi Peng Pengyang Wang Junchen Ye Leilei Sun Bowen Du AI4Ed 45 2 0 30 Jul 2024
Towards Robust Knowledge Tracing Models via k-Sparse Attention Shuyan Huang Zitao Liu Xiangyu Zhao Weiqing Luo Jian Weng AI4Ed 91 28 0 24 Jul 2024
Uncertainty-preserving deep knowledge tracing with state-space models S. T. Christie Carson Cook Anna N. Rafferty 52 0 0 09 Jul 2024
Domain Generalizable Knowledge Tracing via Concept Aggregation and Relation-Based Attention Yuquan Xie Wanqi Yang Jinyu Wei Ming Yang Yang Gao AI4Ed 94 1 0 02 Jul 2024
Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing Jiajun Cui Hong Qian Bo Jiang Wei Zhang AI4Ed 51 4 0 07 Jun 2024
Mamba4KT:An Efficient and Effective Mamba-based Knowledge Tracing Model Yang Cao Wei Zhang Mamba 103 5 0 26 May 2024
Explainable Few-shot Knowledge Tracing Haoxuan Li Jifan Yu Y. Ouyang Zhuang Liu Wenge Rong Juan-Zi Li Zhang Xiong 67 3 0 23 May 2024
Deep Learning for Educational Data Science Juan D. Pinto Luc Paquette 76 3 0 12 Apr 2024
Predictive, scalable and interpretable knowledge tracing on structured domains Hanqi Zhou Robert Bamler Charley M. Wu Álvaro Tejero-Cantero AI4Ed 65 10 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 138 8 0 12 Mar 2024
A Survey of Explainable Knowledge Tracing Yanhong Bai Jiabao Zhao Tingjiang Wei Qing Cai Liang He 60 6 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 99 4 0 11 Mar 2024
Towards Modeling Learner Performance with Large Language Models Seyed Parsa Neshaei Richard Lee Davis Adam Hazimeh Bojan Lazarevski Pierre Dillenbourg Tanja Käser AI4Ed 72 7 0 29 Feb 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 91 6 0 27 Feb 2024
Knowledge Tracing Challenge: Optimal Activity Sequencing for Students Yann Hicke 58 1 0 13 Nov 2023
Evolutionary Neural Architecture Search for Transformer in Knowledge Tracing Shangshang Yang Xiaoshan Yu Ye Tian Xueming Yan Haiping Ma Xingyi Zhang ViT KELM AI4Ed 41 2 0 02 Oct 2023
Forgetting-aware Linear Bias for Attentive Knowledge Tracing Y. Im Eunseong Choi Hee-Sun Kook Jongwuk Lee KELM HAI CLL 78 19 0 26 Sep 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 61 2 0 15 Aug 2023
Leveraging Skill-to-Skill Supervision for Knowledge Tracing Hyeondey Kim Jinwoo Nam Minjae Lee Yun Jegal Kyungwoo Song 21 0 0 12 Jun 2023
Enhancing Deep Knowledge Tracing with Auxiliary Tasks Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Boyu Gao Weiqing Luo Jian Weng AI4Ed 81 53 0 14 Feb 2023
Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations Jiahao Chen Zitao Liu Shuyan Huang Qiongqiong Liu Weiqing Luo AI4Ed 78 48 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 62 45 0 14 Feb 2023
Transition-Aware Multi-Activity Knowledge Tracing Siqian Zhao Chunpai Wang Shaghayegh Sherry Sahebi AI4Ed 31 5 0 26 Jan 2023
SAICL: Student Modelling with Interaction-level Auxiliary Contrastive Tasks for Knowledge Tracing and Dropout Prediction Jungbae Park Jinyoung Kim Soonwoo Kwon Sang Wan Lee 30 1 0 07 Oct 2022
Knowledge Tracing for Complex Problem Solving: Granular Rank-Based Tensor Factorization Chunpai Wang Shaghayegh Sherry Sahebi Siqian Zhao Peter Brusilovsky Laura O. Moraes AI4Ed 77 13 0 06 Oct 2022
DBE-KT22: A Knowledge Tracing Dataset Based on Online Student Evaluation Ghodai M. Abdelrahman Sherif M. Abdelfattah Qing Wang Yu Lin AI4Ed 136 3 0 19 Aug 2022
Visual Knowledge Tracing Neehar Kondapaneni Pietro Perona Oisin Mac Aodha 26 0 0 20 Jul 2022
UIILD: A Unified Interpretable Intelligent Learning Diagnosis Framework for Intelligent Tutoring Systems Zhifeng Wang Wen-Long Yan Chunyan Zeng Shi Dong AI4Ed 133 0 0 07 Jul 2022
pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing Models Zitao Liu Qiongqiong Liu Jiahao Chen Shuyan Huang Jiliang Tang Weiqing Luo AI4Ed 122 53 0 23 Jun 2022
Code-DKT: A Code-based Knowledge Tracing Model for Programming Tasks Yang Shi Min Chi Tiffany Barnes T. Price AI4Ed 85 26 0 07 Jun 2022
No Task Left Behind: Multi-Task Learning of Knowledge Tracing and Option Tracing for Better Student Assessment Suyeong An JungHoon Kim Minsam Kim Juneyoung Park AI4Ed 107 15 0 08 Apr 2022
Knowledge Tracing: A Survey Ghodai M. Abdelrahman Qing Wang B. Nunes AI4Ed 117 215 0 08 Jan 2022
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of Hyperparameters and Metrics on Performance and Replicability Sami Sarsa Juho Leinonen Arto Hellas 50 13 0 30 Dec 2021
Diagnostic Assessment Generation via Combinatorial Search D. Kim Hyeonseong Choi Guik Jung AI4Ed 24 0 0 06 Dec 2021
Assessing the Performance of Online Students -- New Data, New Approaches, Improved Accuracy Robin Schmucker Jingbo Wang Shijia Hu Tom Mitchell 102 12 0 04 Sep 2021
Knowledge Transfer by Discriminative Pre-training for Academic Performance Prediction Byungsoo Kim Hangyeol Yu Dongmin Shin Youngduck Choi 19 1 0 28 Jun 2021
Modeling the EdNet Dataset with Logistic Regression Philip I. Pavlik Luke G Eglington 21 2 0 17 May 2021
A Survey of Knowledge Tracing: Models, Variants, and Applications Shuanghong Shen Qi Liu Zhenya Huang Yonghe Zheng Minghao Yin Minjuan Wang Enhong Chen KELM AI4Ed 80 42 0 06 May 2021
Consistency and Monotonicity Regularization for Neural Knowledge Tracing Seewoo Lee Youngduck Choi Juneyoung Park Byungsoo Kim Jinwoo Shin 60 4 0 03 May 2021