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A Self-Attentive model for Knowledge Tracing

A Self-Attentive model for Knowledge Tracing

Educational Data Mining (EDM), 2019
16 July 2019
Shalini Pandey
George Karypis
    AI4Ed
ArXiv (abs)PDFHTML

Papers citing "A Self-Attentive model for Knowledge Tracing"

50 / 139 papers shown
Integrating LSTM and BERT for Long-Sequence Data Analysis in Intelligent
  Tutoring Systems
Integrating LSTM and BERT for Long-Sequence Data Analysis in Intelligent Tutoring Systems
Zhaoxing Li
Jujie Yang
Jindi Wang
Lei Shi
Sebastian Stein
244
3
0
24 Apr 2024
Personalized Forgetting Mechanism with Concept-Driven Knowledge Tracing
Personalized Forgetting Mechanism with Concept-Driven Knowledge Tracing
Shanshan Wang
Ying Hu
Xun Yang
Zhongzhou Zhang
Keyang Wang
Xingyi Zhang
AI4Ed
216
3
0
18 Apr 2024
Deep Learning for Educational Data Science
Deep Learning for Educational Data Science
Juan D. Pinto
Luc Paquette
186
5
0
12 Apr 2024
Predictive, scalable and interpretable knowledge tracing on structured
  domains
Predictive, scalable and interpretable knowledge tracing on structured domains
Hanqi Zhou
Kushagra Pandey
Charley M. Wu
Álvaro Tejero-Cantero
AI4Ed
196
16
0
19 Mar 2024
A Question-centric Multi-experts Contrastive Learning Framework for
  Improving the Accuracy and Interpretability of Deep Sequential Knowledge
  Tracing Models
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
451
11
0
12 Mar 2024
A Survey of Explainable Knowledge Tracing
A Survey of Explainable Knowledge Tracing
Yanhong Bai
Jiabao Zhao
Tingjiang Wei
Qing Cai
Xiaoling Wang
271
24
0
12 Mar 2024
Improving Low-Resource Knowledge Tracing Tasks by Supervised
  Pre-training and Importance Mechanism Fine-tuning
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
375
5
0
11 Mar 2024
Predicting Learning Performance with Large Language Models: A Study in
  Adult Literacy
Predicting Learning Performance with Large Language Models: A Study in Adult Literacy
Liang Zhang
Jionghao Lin
Conrad Borchers
John Sabatini
John Hollander
Meng Cao
Xiangen Hu
222
11
0
04 Mar 2024
Towards Modeling Learner Performance with Large Language Models
Towards Modeling Learner Performance with Large Language Models
Seyed Parsa Neshaei
Richard Lee Davis
Adam Hazimeh
Bojan Lazarevski
Pierre Dillenbourg
Tanja Käser
AI4Ed
241
16
0
29 Feb 2024
A Review of Data Mining in Personalized Education: Current Trends and
  Future Prospects
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
199
11
0
27 Feb 2024
Large Language Model Augmented Exercise Retrieval for Personalized
  Language Learning
Large Language Model Augmented Exercise Retrieval for Personalized Language Learning
Austin Xu
Will Monroe
K. Bicknell
RALMAI4Ed
176
7
0
08 Feb 2024
Bringing Generative AI to Adaptive Learning in Education
Bringing Generative AI to Adaptive Learning in Education
Hang Li
Tianlong Xu
Chaoli Zhang
Eason Chen
Jing Liang
Xing Fan
Haoyang Li
Shucheng Zhou
Qingsong Wen
353
43
0
02 Feb 2024
Analysis of Knowledge Tracing performance on synthesised student data
Analysis of Knowledge Tracing performance on synthesised student data
Panagiotis Pagonis
Kai Hartung
Di Wu
Munir Georges
Sören Gröttrup
162
0
0
30 Jan 2024
3DG: A Framework for Using Generative AI for Handling Sparse Learner
  Performance Data From Intelligent Tutoring Systems
3DG: A Framework for Using Generative AI for Handling Sparse Learner Performance Data From Intelligent Tutoring Systems
Liang Zhang
Jionghao Lin
Conrad Borchers
Meng Cao
Xiangen Hu
168
8
0
29 Jan 2024
Difficulty-Focused Contrastive Learning for Knowledge Tracing with a
  Large Language Model-Based Difficulty Prediction
Difficulty-Focused Contrastive Learning for Knowledge Tracing with a Large Language Model-Based Difficulty Prediction
Unggi Lee
Sungjun Yoon
Joon Seo Yun
Kyoungsoo Park
YoungHoon Jung
Damji Stratton
Hyeoncheol Kim
172
15
0
19 Dec 2023
Interpretable Knowledge Tracing via Response Influence-based
  Counterfactual Reasoning
Interpretable Knowledge Tracing via Response Influence-based Counterfactual ReasoningIEEE International Conference on Data Engineering (ICDE), 2023
Jiajun Cui
Minghe Yu
Bo Jiang
Aimin Zhou
Jianyong Wang
Wei Zhang
269
8
0
01 Dec 2023
Knowledge Tracing Challenge: Optimal Activity Sequencing for Students
Knowledge Tracing Challenge: Optimal Activity Sequencing for Students
Yann Hicke
162
1
0
13 Nov 2023
Evolutionary Neural Architecture Search for Transformer in Knowledge
  Tracing
Evolutionary Neural Architecture Search for Transformer in Knowledge TracingNeural Information Processing Systems (NeurIPS), 2023
Shangshang Yang
Xiaoshan Yu
Ye Tian
Xueming Yan
Haiping Ma
Xingyi Zhang
ViTKELMAI4Ed
206
9
0
02 Oct 2023
Forgetting-aware Linear Bias for Attentive Knowledge Tracing
Forgetting-aware Linear Bias for Attentive Knowledge TracingInternational Conference on Information and Knowledge Management (CIKM), 2023
Y. Im
Eunseong Choi
Hee-Sun Kook
Jongwuk Lee
KELMHAICLL
214
30
0
26 Sep 2023
A Comprehensive Survey on Deep Learning Techniques in Educational Data
  Mining
A Comprehensive Survey on Deep Learning Techniques in Educational Data MiningData Science and Engineering (DSE), 2023
Y. Lin
Hong Chen
Wei Xia
F. Lin
Zongyue Wang
Yong Li
AI4Ed
365
28
0
09 Sep 2023
Cognition-Mode Aware Variational Representation Learning Framework for
  Knowledge Tracing
Cognition-Mode Aware Variational Representation Learning Framework for Knowledge TracingIndustrial Conference on Data Mining (IDM), 2023
Moyu Zhang
Xinning Zhu
Chun-Xiao Zhang
Feng Pan
Wenchen Qian
Hui Zhao
209
1
0
03 Sep 2023
Deep Knowledge Tracing is an implicit dynamic multidimensional item
  response theory model
Deep Knowledge Tracing is an implicit dynamic multidimensional item response theory modelIEEE International Conference on Consumer Electronics (ICCE), 2023
Jill-Jênn Vie
Hisashi Kashima
AI4Ed
189
0
0
18 Aug 2023
Do We Fully Understand Students' Knowledge States? Identifying and
  Mitigating Answer Bias in Knowledge Tracing
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
261
3
0
15 Aug 2023
Scalable and Equitable Math Problem Solving Strategy Prediction in Big
  Educational Data
Scalable and Equitable Math Problem Solving Strategy Prediction in Big Educational DataEducational Data Mining (EDM), 2023
Anup Shakya
Vasile Rus
Deepak Venugopal
203
2
0
07 Aug 2023
No Length Left Behind: Enhancing Knowledge Tracing for Modeling
  Sequences of Excessive or Insufficient Lengths
No Length Left Behind: Enhancing Knowledge Tracing for Modeling Sequences of Excessive or Insufficient LengthsInternational Conference on Information and Knowledge Management (CIKM), 2023
Moyu Zhang
Xinning Zhu
Chun-Xiao Zhang
Feng Pan
Wenchen Qian
Hui Zhao
170
7
0
07 Aug 2023
Counterfactual Monotonic Knowledge Tracing for Assessing Students'
  Dynamic Mastery of Knowledge Concepts
Counterfactual Monotonic Knowledge Tracing for Assessing Students' Dynamic Mastery of Knowledge ConceptsInternational Conference on Information and Knowledge Management (CIKM), 2023
Moyu Zhang
Xinning Zhu
Chun-Xiao Zhang
Wenchen Qian
Feng Pan
Hui Zhao
OffRL
162
11
0
07 Aug 2023
Adaptive and Personalized Exercise Generation for Online Language
  Learning
Adaptive and Personalized Exercise Generation for Online Language LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Peng Cui
Mrinmaya Sachan
AI4Ed
227
32
0
04 Jun 2023
Multi-granulariy Time-based Transformer for Knowledge Tracing
Multi-granulariy Time-based Transformer for Knowledge Tracing
Tong Zhou
AI4Ed
222
11
0
11 Apr 2023
Knowledge Relation Rank Enhanced Heterogeneous Learning Interaction
  Modeling for Neural Graph Forgetting Knowledge Tracing
Knowledge Relation Rank Enhanced Heterogeneous Learning Interaction Modeling for Neural Graph Forgetting Knowledge TracingPLoS ONE (PLoS ONE), 2023
Linqing Li
Zhifeng Wang
161
19
0
08 Apr 2023
Quiz-based Knowledge Tracing
Quiz-based Knowledge Tracing
Shuanghong Shen
Enhong Chen
Bihan Xu
Qi Liu
Zhenya Huang
Linbo Zhu
Yu Su
AI4Ed
267
3
0
05 Apr 2023
Imputing Knowledge Tracing Data with Subject-Based Training via LSTM
  Variational Autoencoders Frameworks
Imputing Knowledge Tracing Data with Subject-Based Training via LSTM Variational Autoencoders Frameworks
J. Shen
Dongwon Lee
127
0
0
24 Feb 2023
A Probabilistic Generative Model for Tracking Multi-Knowledge Concept
  Mastery Probability
A Probabilistic Generative Model for Tracking Multi-Knowledge Concept Mastery Probability
Hengyu Liu
Tiancheng Zhang
Fan Li
Minghe Yu
Gensitskiy Yu.
194
9
0
17 Feb 2023
DKT-STDRL: Spatial and Temporal Representation Learning Enhanced Deep
  Knowledge Tracing for Learning Performance Prediction
DKT-STDRL: Spatial and Temporal Representation Learning Enhanced Deep Knowledge Tracing for Learning Performance Prediction
Liting Lyu
Zhifeng Wang
Haihong Yun
Zexue Yang
Ya Li
AI4Ed
112
1
0
15 Feb 2023
Enhancing Deep Knowledge Tracing with Auxiliary Tasks
Enhancing Deep Knowledge Tracing with Auxiliary TasksThe Web Conference (WWW), 2023
Zitao Liu
Qiongqiong Liu
Jiahao Chen
Shuyan Huang
Boyu Gao
Weiqing Luo
Jian Weng
AI4Ed
193
81
0
14 Feb 2023
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 RepresentationsAAAI Conference on Artificial Intelligence (AAAI), 2023
Jiahao Chen
Zitao Liu
Shuyan Huang
Qiongqiong Liu
Weiqing Luo
AI4Ed
214
87
0
14 Feb 2023
simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge Tracing
simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge TracingInternational Conference on Learning Representations (ICLR), 2023
Zitao Liu
Qiongqiong Liu
Jiahao Chen
Shuyan Huang
Weiqing Luo
AI4Ed
244
73
0
14 Feb 2023
Transition-Aware Multi-Activity Knowledge Tracing
Transition-Aware Multi-Activity Knowledge Tracing
Siqian Zhao
Chunpai Wang
Shaghayegh Sherry Sahebi
AI4Ed
140
6
0
26 Jan 2023
Proactive and Reactive Engagement of Artificial Intelligence Methods for
  Education: A Review
Proactive and Reactive Engagement of Artificial Intelligence Methods for Education: A ReviewFrontiers in Artificial Intelligence (FAI), 2023
Sruti Mallik
Ahana Gangopadhyay
215
78
0
23 Jan 2023
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge
  Tracing
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge TracingKnowledge-Based Systems (KBS), 2022
Fucai Ke
Weiqing Wang
Weicong Tan
Lan Du
Yuan Jin
Yujin Huang
Hongzhi Yin
AI4Ed
182
39
0
23 Dec 2022
Differentiating Student Feedbacks for Knowledge Tracing
Differentiating Student Feedbacks for Knowledge Tracing
Jiajun Cui
Wei Zhang
Chanjin Zheng
Lu Wang
Mo Yu
Wei Zhang
AI4Ed
211
0
0
16 Dec 2022
DGEKT: A Dual Graph Ensemble Learning Method for Knowledge Tracing
DGEKT: A Dual Graph Ensemble Learning Method for Knowledge Tracing
C. Cui
Yumo Yao
Chunyun Zhang
Hebo Ma
Yuling Ma
Zhaochun Ren
Chen Zhang
James Ko
AI4Ed
216
61
0
23 Nov 2022
SAICL: Student Modelling with Interaction-level Auxiliary Contrastive
  Tasks for Knowledge Tracing and Dropout Prediction
SAICL: Student Modelling with Interaction-level Auxiliary Contrastive Tasks for Knowledge Tracing and Dropout Prediction
Jungbae Park
Jinyoung Kim
Soonwoo Kwon
Sang Wan Lee
143
1
0
07 Oct 2022
APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing
APGKT: Exploiting Associative Path on Skills Graph for Knowledge TracingPacific Rim International Conference on Artificial Intelligence (PRICAI), 2022
Huatian Zhang
Chenyang Bu
Fei-Tsung Liu
Shuochen Liu
Yuhong Zhang
Xuegang Hu
AI4Ed
109
6
0
05 Oct 2022
MonaCoBERT: Monotonic attention based ConvBERT for Knowledge Tracing
MonaCoBERT: Monotonic attention based ConvBERT for Knowledge TracingInternational Conference on Intelligent Tutoring Systems (ITS), 2022
Unggi Lee
Yonghyun Park
Yujin Kim
S. Choi
Hyeoncheol Kim
152
12
0
19 Aug 2022
DBE-KT22: A Knowledge Tracing Dataset Based on Online Student Evaluation
DBE-KT22: A Knowledge Tracing Dataset Based on Online Student Evaluation
Ghodai M. Abdelrahman
Sherif M. Abdelfattah
Qing Wang
Yu Lin
AI4Ed
318
3
0
19 Aug 2022
Visual Knowledge Tracing
Visual Knowledge TracingEuropean Conference on Computer Vision (ECCV), 2022
Neehar Kondapaneni
Pietro Perona
Oisin Mac Aodha
174
1
0
20 Jul 2022
UIILD: A Unified Interpretable Intelligent Learning Diagnosis Framework
  for Intelligent Tutoring Systems
UIILD: A Unified Interpretable Intelligent Learning Diagnosis Framework for Intelligent Tutoring Systems
Zhifeng Wang
Wen-Long Yan
Chunyan Zeng
Shi Dong
AI4Ed
307
1
0
07 Jul 2022
pyKT: A Python Library to Benchmark Deep Learning based Knowledge
  Tracing Models
pyKT: A Python Library to Benchmark Deep Learning based Knowledge Tracing ModelsNeural Information Processing Systems (NeurIPS), 2022
Zitao Liu
Qiongqiong Liu
Jiahao Chen
Shuyan Huang
Shucheng Zhou
Weiqing Luo
AI4Ed
371
82
0
23 Jun 2022
Code-DKT: A Code-based Knowledge Tracing Model for Programming Tasks
Code-DKT: A Code-based Knowledge Tracing Model for Programming TasksEducational Data Mining (EDM), 2022
Yang Shi
Min Chi
Tiffany Barnes
T. Price
AI4Ed
168
34
0
07 Jun 2022
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based
  Collaborative Filtering
GRAM: Fast Fine-tuning of Pre-trained Language Models for Content-based Collaborative FilteringNorth American Chapter of the Association for Computational Linguistics (NAACL), 2022
Yoonseok Yang
Kyu Seok Kim
Minsam Kim
Juneyoung Park
VLM
154
8
0
08 Apr 2022
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