Knowledge Tracing

Knowledge Tracing is the task of modelling student knowledge over time so that we can accurately predict how students will perform on future interactions. Improvement on this task means that resources can be suggested to students based on their individual needs, and content which is predicted to be too easy or too hard can be skipped or delayed.

Source: Deep Knowledge Tracing

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 91–100 of 215 papers

Title	Date	Tasks	Status	Score
Incorporating Features Learned by an Enhanced Deep Knowledge Tracing Model for STEM/Non-STEM Job Prediction	Jun 6, 2018	Job PredictionKnowledge Tracing	CodeCode Available	5
Interpretable Knowledge Tracing with Multiscale State Representation	May 14, 2024	Knowledge Tracing	CodeCode Available	5
Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation	Apr 8, 2016	Knowledge Tracing	CodeCode Available	5
Personalized Exercise Recommendation with Semantically-Grounded Knowledge Tracing	Jul 15, 2025	Knowledge TracingMath	CodeCode Available	5
Hierarchical Multi-Armed Bandits for the Concurrent Intelligent Tutoring of Concepts and Problems of Varying Difficulty Levels	Aug 10, 2024	Knowledge TracingMulti-Armed Bandits	CodeCode Available	5
Accuracy-aware Deep Knowledge Tracing with Knowledge State Vector Loss	Sep 1, 2020	Knowledge Tracing	CodeCode Available	5
Automated Knowledge Concept Annotation and Question Representation Learning for Knowledge Tracing	Oct 2, 2024	Contrastive LearningKnowledge Tracing	CodeCode Available	5
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge Tracing	Dec 23, 2022	Knowledge Tracing	CodeCode Available	5
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network	Oct 14, 2019	Graph Neural NetworkInductive Bias	CodeCode Available	5
Knowledge Query Network for Knowledge Tracing	Mar 4, 2019	Knowledge Tracing	CodeCode Available	5

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All datasets EdNet Assistments

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SAKT	Acc	70.73	—	Unverified
2	SAINT+	AUC	0.79	—	Unverified
3	SAINT	AUC	0.78	—	Unverified
4	PEBG+DKT	AUC	0.78	—	Unverified
5	PEBG+DKVMN	AUC	0.78	—	Unverified
6	DKVMN	AUC	0.77	—	Unverified
7	DKT	AUC	0.76	—	Unverified
8	GIKT	AUC	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DKT	AUC	0.86	—	Unverified
2	BKT	AUC	0.67	—	Unverified