Model List

Here is a list of implemented models in EduStudio.

If you are seeking comprehensive access to all the literature in this field, we recommend referring to the ecosystem repository we have provided: Awesome-Student-Cognitive-Modeling.

Cognitive Diagnosis

Status	Name	Published	Paper
✔️	IRT	-	Item response theory
✔️	MIRT	-	Multidimensional item response theory models
✔️	DINA	JEBS 2009	Dina model and parameter estimation: A didactic
✔️	NCDM	AAAI 2020	Neural cognitive diagnosis for intelligent education systems
✔️	NCDM+(CNCD-Q)	AAAI 2020	Neural cognitive diagnosis for intelligent education systems
✔️	IRR	IJCAI 2021	Item Response Ranking for Cognitive Diagnosis
✔️	ECD	KDD 2021	Modeling Context-aware Features for Cognitive Diagnosis in Student Learning
✔️	RCD	SIGIR 2021	RCD: Relation Map Driven Cognitive Diagnosis for Intelligent Education Systems
✔️	CDGK	CIKM 2021	Using Knowledge Concept Aggregation towards Accurate Cognitive Diagnosis
✔️	MGCD	ICDM 2021	Group-Level Cognitive Diagnosis: A Multi-Task Learning Perspective
✔️	CNCD-F	TKDE 2022	Neuralcd: A general framework for cognitive diagnosis
✔️	KaNCD	TKDE 2022	Neuralcd: A general framework for cognitive diagnosis
✔️	HierCDF	KDD 2022	HierCDF: A Bayesian Network-based Hierarchical Cognitive Diagnosis Framework
✔️	KSCD	CIKM 2022	Knowledge-Sensed Cognitive Diagnosis for Intelligent Education Platforms
✔️	CDMFKC	CIKM 2022	Cognitive Diagnosis Focusing on Knowledge Concepts
✔️	DCD	NeurIPS 2023	Disentangling Cognitive Diagnosis with Limited Exercise Labels
✔️	FairCD	SCIS 2023	Understanding and Improving Fairness in Cognitive Diagnosis

Knowledge Tracing

Status	Name	Published	Paper
✔️	DKT	NIPS 2015	Deep knowledge tracing
✔️	DKT+	L@S 2018	Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization
✔️	DKT_DSC	ICDM 2018	Deep knowledge tracing and dynamic student classification for knowledge tracing
✔️	Deep-IRT	EDM 2019	Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory
✔️	KQN	LAK 2019	Knowledge query network for knowledge tracing: How knowledge interacts with skills
✔️	IEKT	SIGIR 2021	Tracing Knowledge State with Individual Cognition and Acquisition Estimation
✔️	CL4KT	WWW 2022	Contrastive learning for knowledge tracing
✔️	QIKT	AAAI 2023	Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations
✔️	DIMKT	SIGIR 2022	Assessing Student’s Dynamic Knowledge State by Exploring the Question Difficulty Effect
✔️	DKVMN	WWW 2017	Dynamic Key-Value Memory Networks for Knowledge Tracing
✔️	SKVMN	SIGIR 2019	Knowledge Tracing with Sequential Key-Value Memory Networks
✔️	SAKT	EDM 2019	A self-attentive model for knowledge tracing
✔️	AKT	KDD 2020	Context-Aware Attentive Knowledge Tracing
✔️	CKT	SIGIR 2020	Convolutional Knowledge Tracing: Modeling Individualization in Student Learning Process
✔️	SAINT	L@S 2020	Towards an Appropriate Query, Key, and Value Computation for Knowledge Tracing
✔️	SAINT+	LAK 2021	SAINT+: Integrating Temporal Features for EdNet Correctness Prediction
✔️	ATKT	ACM MM 2021	Enhancing Knowledge Tracing via Adversarial Training
✔️	SimpleKT	ICLR2023	simpleKT: A Simple But Tough-to-Beat Baseline for Knowledge Tracing
✔️	DTransformer	WWW 2023	Tracing Knowledge Instead of Patterns: Stable Knowledge Tracing with Diagnostic Transformer
✔️	DKTForget	WWW 2019	Augmenting Knowledge Tracing by Considering Forgetting Behavior
✔️	LPKT	KDD2021	Learning Process-consistent Knowledge Tracing
✔️	HawkesKT	WSDM 2021	Temporal cross-effects in knowledge tracing
✔️	CT-NCM	IJCAI 2022	Reconciling Cognitive Modeling with Knowledge Forgetting: A Continuous Time-aware Neural Network Approach
✔️	LPKT-S	TKDE 2022	Monitoring Student Progress for Learning Process-Consistent Knowledge Tracing
✔️	RKT	CIKM 2020	RKT: Relation-Aware Self-Attention for Knowledge Tracing.
✔️	GKT	WI 2019	Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network
✔️	EERNN	AAAI 2018	Exercise-enhanced sequential modeling for student performance prediction
✔️	EKT	TKDE 2019	EKT: Exercise-Aware Knowledge Tracing for Student Performance Prediction
✔️	qDKT	EDM 2020	qDKT: Question-centric Deep Knowledge Tracing