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Context-Aware Attentive Knowledge Tracing

Context-Aware Attentive Knowledge Tracing

24 July 2020
Aritra Ghosh
Neil T. Heffernan
Andrew S. Lan
    AI4Ed
    HAI
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Papers citing "Context-Aware Attentive Knowledge Tracing"

50 / 101 papers shown
Title
A Comprehensive Survey on Deep Learning Techniques in Educational Data
  Mining
A Comprehensive Survey on Deep Learning Techniques in Educational Data Mining
Y. Lin
Hong Chen
Wei Xia
F. Lin
Zongyue Wang
Yong Li
AI4Ed
37
8
0
09 Sep 2023
Cognition-Mode Aware Variational Representation Learning Framework for
  Knowledge Tracing
Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing
Moyu Zhang
Xinning Zhu
Chun-Xiao Zhang
Feng Pan
Wenchen Qian
Hui Zhao
18
0
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 model
Jill-Jênn Vie
Hisashi Kashima
AI4Ed
22
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
41
1
0
15 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 Lengths
Moyu Zhang
Xinning Zhu
Chun-Xiao Zhang
Feng Pan
Wenchen Qian
Hui Zhao
19
3
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 Concepts
Moyu Zhang
Xinning Zhu
Chun-Xiao Zhang
Wenchen Qian
Feng Pan
Hui Zhao
OffRL
21
8
0
07 Aug 2023
A Conceptual Model for End-to-End Causal Discovery in Knowledge Tracing
A Conceptual Model for End-to-End Causal Discovery in Knowledge Tracing
Nischal Ashok Kumar
Wanyong Feng
Jaewook Lee
Hunter McNichols
Aritra Ghosh
Andrew S. Lan
20
0
0
11 May 2023
SmartPhone: Exploring Keyword Mnemonic with Auto-generated Verbal and
  Visual Cues
SmartPhone: Exploring Keyword Mnemonic with Auto-generated Verbal and Visual Cues
Jaewook Lee
Andrew S. Lan
13
9
0
11 May 2023
Adaptive Learning Path Navigation Based on Knowledge Tracing and
  Reinforcement Learning
Adaptive Learning Path Navigation Based on Knowledge Tracing and Reinforcement Learning
Jyun-Yi Chen
Saeed Saeedvand
I-Wei Lai
24
2
0
08 May 2023
Multi-granulariy Time-based Transformer for Knowledge Tracing
Multi-granulariy Time-based Transformer for Knowledge Tracing
Tong Zhou
AI4Ed
27
8
0
11 Apr 2023
Attentive Q-Matrix Learning for Knowledge Tracing
Attentive Q-Matrix Learning for Knowledge Tracing
Zhongfeng Jia
Wei Su
Jiamin Liu
Wenli Yue
AI4Ed
24
1
0
06 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
21
3
0
05 Apr 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.
19
9
0
17 Feb 2023
Enhancing Deep Knowledge Tracing with Auxiliary Tasks
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
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
Jiahao Chen
Zitao Liu
Shuyan Huang
Qiongqiong Liu
Weiqing Luo
AI4Ed
33
41
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 Tracing
Zitao Liu
Qiongqiong Liu
Jiahao Chen
Shuyan Huang
Weiqing Luo
AI4Ed
21
38
0
14 Feb 2023
Transition-Aware Multi-Activity Knowledge Tracing
Transition-Aware Multi-Activity Knowledge Tracing
Siqian Zhao
Chunpai Wang
Shaghayegh Sherry Sahebi
AI4Ed
19
5
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 Review
Sruti Mallik
Ahana Gangopadhyay
19
38
0
23 Jan 2023
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge
  Tracing
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge Tracing
Fucai Ke
Weiqing Wang
Weicong Tan
Lan Du
Yuan Jin
Yujin Huang
Hongzhi Yin
AI4Ed
27
20
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
39
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
Z. Ren
Chen Zhang
James Ko
AI4Ed
33
26
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
18
1
0
07 Oct 2022
Knowledge Tracing for Complex Problem Solving: Granular Rank-Based
  Tensor Factorization
Knowledge Tracing for Complex Problem Solving: Granular Rank-Based Tensor Factorization
Chunpai Wang
Shaghayegh Sherry Sahebi
Siqian Zhao
Peter Brusilovsky
Laura O. Moraes
AI4Ed
15
13
0
06 Oct 2022
Prerequisite-driven Q-matrix Refinement for Learner Knowledge
  Assessment: A Case Study in Online Learning Context
Prerequisite-driven Q-matrix Refinement for Learner Knowledge Assessment: A Case Study in Online Learning Context
Wenbin Gan
Y. Sun
AI4Ed
19
2
0
24 Aug 2022
MonaCoBERT: Monotonic attention based ConvBERT for Knowledge Tracing
MonaCoBERT: Monotonic attention based ConvBERT for Knowledge Tracing
Unggi Lee
Yonghyun Park
Yujin Kim
S. Choi
Hyeoncheol Kim
24
7
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
27
3
0
19 Aug 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
16
0
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 Models
Zitao Liu
Qiongqiong Liu
Jiahao Chen
Shuyan Huang
Jiliang Tang
Weiqing Luo
AI4Ed
21
48
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 Tasks
Yang Shi
Min Chi
Tiffany Barnes
T. Price
AI4Ed
37
24
0
07 Jun 2022
GPT-based Open-Ended Knowledge Tracing
GPT-based Open-Ended Knowledge Tracing
Naiming Liu
Zichao Wang
Richard G. Baraniuk
Andrew S. Lan
AI4Ed
32
3
0
21 Feb 2022
Knowledge Tracing: A Survey
Knowledge Tracing: A Survey
Ghodai M. Abdelrahman
Qing Wang
B. Nunes
AI4Ed
29
193
0
08 Jan 2022
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of
  Hyperparameters and Metrics on Performance and Replicability
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of Hyperparameters and Metrics on Performance and Replicability
Sami Sarsa
Juho Leinonen
Arto Hellas
21
13
0
30 Dec 2021
Pedagogical Word Recommendation: A novel task and dataset on
  personalized vocabulary acquisition for L2 learners
Pedagogical Word Recommendation: A novel task and dataset on personalized vocabulary acquisition for L2 learners
Jamin Shin
Juneyoung Park
AI4Ed
22
2
0
27 Dec 2021
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling
  with Causal Relations
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations
Sein Minn
Jill-Jênn Vie
Koh Takeuchi
H. Kashima
Feida Zhu
AI4Ed
36
30
0
15 Dec 2021
Programming Knowledge Tracing: A Comprehensive Dataset and A New Model
Programming Knowledge Tracing: A Comprehensive Dataset and A New Model
Renyu Zhu
Dongxiang Zhang
Chengcheng Han
Ming Gao
Xuesong Lu
Weining Qian
Aoying Zhou
27
13
0
11 Dec 2021
An Approach for Combining Multimodal Fusion and Neural Architecture
  Search Applied to Knowledge Tracing
An Approach for Combining Multimodal Fusion and Neural Architecture Search Applied to Knowledge Tracing
Xinyi Ding
Tao Han
Yili Fang
Eric C. Larson
45
6
0
08 Nov 2021
Assessing the Performance of Online Students -- New Data, New
  Approaches, Improved Accuracy
Assessing the Performance of Online Students -- New Data, New Approaches, Improved Accuracy
Robin Schmucker
Jingbo Wang
Shijia Hu
Tom Mitchell
29
12
0
04 Sep 2021
Deep Graph Memory Networks for Forgetting-Robust Knowledge Tracing
Deep Graph Memory Networks for Forgetting-Robust Knowledge Tracing
Ghodai M. Abdelrahman
Qing Wang
KELM
AI4Ed
30
44
0
18 Aug 2021
Multi-Factors Aware Dual-Attentional Knowledge Tracing
Multi-Factors Aware Dual-Attentional Knowledge Tracing
Moyu Zhang
Xinning Zhu
Chunhong Zhang
Yang Ji
Feng Pan
Changchuan Yin
AI4Ed
23
45
0
10 Aug 2021
Enhancing Knowledge Tracing via Adversarial Training
Enhancing Knowledge Tracing via Adversarial Training
Xiaopeng Guo
Zhijie Huang
Jie Gao
Mingyu Shang
Maojing Shu
Jun Sun
AAML
14
56
0
10 Aug 2021
Knowledge Transfer by Discriminative Pre-training for Academic
  Performance Prediction
Knowledge Transfer by Discriminative Pre-training for Academic Performance Prediction
Byungsoo Kim
Hangyeol Yu
Dongmin Shin
Youngduck Choi
14
1
0
28 Jun 2021
A Survey of Knowledge Tracing: Models, Variants, and Applications
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
28
31
0
06 May 2021
LANA: Towards Personalized Deep Knowledge Tracing Through
  Distinguishable Interactive Sequences
LANA: Towards Personalized Deep Knowledge Tracing Through Distinguishable Interactive Sequences
Yuhao Zhou
Xihua Li
Yunbo Cao
Xuemin Zhao
Qing Ye
Jiancheng Lv
AI4Ed
19
9
0
21 Apr 2021
Option Tracing: Beyond Correctness Analysis in Knowledge Tracing
Option Tracing: Beyond Correctness Analysis in Knowledge Tracing
Aritra Ghosh
Jay Raspat
Andrew S. Lan
24
17
0
19 Apr 2021
Results and Insights from Diagnostic Questions: The NeurIPS 2020
  Education Challenge
Results and Insights from Diagnostic Questions: The NeurIPS 2020 Education Challenge
Zichao Wang
A. Lamb
Evgeny S. Saveliev
Pashmina Cameron
Yordan Zaykov
...
Richard G. Baraniuk
Craig Barton
Simon L. Peyton Jones
Simon Woodhead
Cheng Zhang
AI4Ed
29
21
0
08 Apr 2021
Last Query Transformer RNN for knowledge tracing
Last Query Transformer RNN for knowledge tracing
SeungKee Jeon
RALM
13
7
0
10 Feb 2021
Personalized Education in the AI Era: What to Expect Next?
Personalized Education in the AI Era: What to Expect Next?
S. Maghsudi
Andrew S. Lan
Jie Xu
Mihaela van der Schaar
27
130
0
19 Jan 2021
Explainable Knowledge Tracing Models for Big Data: Is Ensembling an
  Answer?
Explainable Knowledge Tracing Models for Big Data: Is Ensembling an Answer?
Tirth Shah
Lukas Olson
A.D. Sharma
Nirmal Patel
22
3
0
10 Nov 2020
SAINT+: Integrating Temporal Features for EdNet Correctness Prediction
SAINT+: Integrating Temporal Features for EdNet Correctness Prediction
Dongmin Shin
Yugeun Shim
Hangyeol Yu
Seewoo Lee
Byungsoo Kim
Youngduck Choi
22
142
0
19 Oct 2020
AI-Driven Interface Design for Intelligent Tutoring System Improves
  Student Engagement
AI-Driven Interface Design for Intelligent Tutoring System Improves Student Engagement
Byungsoo Kim
H.J. Terry Suh
Jaewe Heo
Youngduck Choi
17
6
0
18 Sep 2020
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