Awesome-Knowledge_Tracing-Papers

Title	Author	Year	Code	Publication
Revisiting Knowledge Tracing: A Simple and Powerful Model	Jianwen Sun et al	2024	ReKT	ACM MM
Interpretable Knowledge Tracing with Multiscale State Representation	Jianwen Sun et al	2024	MIKT	WWW
HD-KT: Advancing Robust Knowledge Tracing via Anomalous Learning Interaction Detection	Haiping Ma et al	2024	HD-KT	WWW
Question Difficulty Consistent Knowledge Tracing	Guimei Liu et al	2024	QDCKT	WWW
Predictive, scalable and interpretable knowledge tracing on structured domains	Hanqi Zhou et al	2024	PSI-KT	ICLR
RIGL: A Unified Reciprocal Approach for Tracing the Independent and Group Learning Processes	Waiting...	2024	RIGL	KDD
Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing	Waiting...	2024	GRKT	KDD
Progressive knowledge tracing: Modeling learning process from abstract to concrete	Jianwen Sun et al	2024	PKT	Expert Systems with Applications
Adversarial Bootstrapped Question Representation Learning for Knowledge Tracing	Jianwen Sun et al	2023	ABQR	ACM MM
Evolutionary Neural Architecture Search for Transformer in Knowledge Tracing	Shangshang Yang et al	2023	ENAS-KT	NeurIPS
Learning behavior-oriented knowledge tracing	Bihan Xu et al	2023	LBKT	KDD
simpleKT: a simple but tough-to-beat baseline for knowledge tracing	Zitao Liu et al	2023	simpleKT	ICLR
Tracing Knowledge Instead of Patterns: Stable Knowledge Tracing with Diagnostic Transformer	Yu Yin et al	2023	DTransformer	WWW
Enhancing deep knowledge tracing with auxiliary tasks	Zitao Liu et al	2023	AT-DKT	WWW
No Length Left Behind: Enhancing Knowledge Tracing for Modeling Sequences of Excessive or Insufficient Lengths	Moyu Zhang et al	2023	SFKT	CIKM
Counterfactual Monotonic Knowledge Tracing for Assessing Students' Dynamic Mastery of Knowledge Concepts	Moyu Zhang et al	2023	CMKT	CIKM
Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing	Moyu Zhang et al	2023	CMVF	ICDM
Towards robust knowledge tracing models via k-sparse attention	Shuyan Huang et al	2023	sparseKT	SIGIR
Improving interpretability of deep sequential knowledge tracing models with question-centric cognitive representations	Jiahao Chen et al	2023	QIKT	AAAI
Weighted Heterogeneous Graph-Based Three-View Contrastive Learning for Knowledge Tracing in Personalized e-Learning Systems	Jianwen Sun et al	2023	TCL4KT	IEEE Transactions on Consumer Electronics
GraphCA: Learning from Graph Counterfactual Augmentation for Knowledge Tracing	Xinhua Wang et al	2023	GraphCA	IEEE/CAA Journal of Automatica Sinica
Contrastive learning for knowledge tracing	Wonsung Lee et al	2022	CL4KT	WWW
Assessing student's dynamic knowledge state by exploring the question difficulty effect	Shuanghong Shen et al	2022	DIMKT	SIGIR
Introducing Problem Schema with Hierarchical Exercise Graph for Knowledge Tracing	Hanshuang Tong et al	2022	HGKT	SIGIR
Bi-CLKT: Bi-graph contrastive learning based knowledge tracing	Xiangyu Song et al	2022	Bi-CLKT	Knowledge-Based Systems
Learning process-consistent knowledge tracing	Shuanghong Shen et al	2021	LPKT	KDD
Tracing Knowledge State with Individual Cognition and Acquisition Estimation	Ting Long et al	2021	IEKT	SIGIR
Enhancing knowledge tracing via adversarial training	Xiaopeng Guo et al	2021	ATKT	ACM MM
Temporal cross-effects in knowledge tracing	Chenyang Wang et al	2021	HawkesKT	WSDM
GIKT: A Graph-based Interaction Model for Knowledge Tracing	Yang Yang et al	2021	GIKT	PAKDD
Context-Aware Attentive Knowledge Tracing	Aritra Ghosh et al	2020	AKT	KDD
Convolutional knowledge tracing: Modeling individualization in student learning process	Shuanghong Shen et al	2020	CKT	SIGIR
Improving knowledge tracing via pre-training question embeddings	Yunfei Liu et al	2020	PEBG	IJCAI
RKT: relation-aware self-attention for knowledge tracing	Shalini Pandey et al	2020	RKT	CIKM
Structure-based knowledge tracing: An influence propagation view	Shiwei Tong et al	2020	SKT	ICDM
Towards an Appropriate Query, Key, and Value Computation for Knowledge Tracing	Youngduck Choi et al	2020	SAINT	L@S
Augmenting knowledge tracing by considering forgetting behavior	Koki Nagatani et al	2019	DKT+forgetting	WWW
Knowledge tracing with sequential key-value memory networks	Ghodai Abdelrahman et al	2019	SKVMN	SIGIR
Knowledge tracing machines: Factorization machines for knowledge tracing	JJ Vie et al	2019	KTM	AAAI
A self-attentive model for knowledge tracing	Shalini Pandey et al	2019	SAKT	EDM
Deep-IRT: Make deep learning based knowledge tracing explainable using item response theory	Chun-Kit Yeung	2019	Deep-IRT	EDM
Knowledge query network for knowledge tracing: How knowledge interacts with skills	Jinseok Lee et al	2019	KQN	LAK
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network	Hiromi Nakagawa et al	2019	GKT	WI
Addressing two problems in deep knowledge tracing via prediction-consistent regularization	Chun-Kit Yeung et al	2018	DKT+	L@S
Dynamic Key-Value Memory Networks for Knowledge Tracing	Jiani Zhang et al	2017	DKVMN	WWW
Deep knowledge tracing	Chris Piech et al	2015	DKT	NeurIPS
Performance Factors Analysis – A New Alternative to Knowledge Tracing	Pavlik et al	2009	PFA	AIED
Knowledge tracing: Modeling the acquisition of procedural knowledge	AT Corbett et al	1994	BKT	User modeling and user-adapted interaction