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 171–180 of 215 papers

Title	Date	Tasks	Status
Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization	Jun 6, 2018	Knowledge TracingVocal Bursts Valence Prediction	CodeCode Available
Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge Transfer	May 14, 2025	Knowledge TracingLarge Language Model	CodeCode Available
Incorporating Features Learned by an Enhanced Deep Knowledge Tracing Model for STEM/Non-STEM Job Prediction	Jun 6, 2018	Job PredictionKnowledge Tracing	CodeCode Available
Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing	Sep 3, 2023	Knowledge TracingRepresentation Learning	CodeCode Available
Back to the Basics: Bayesian extensions of IRT outperform neural networks for proficiency estimation	Apr 8, 2016	Knowledge Tracing	CodeCode Available
A Question-centric Multi-experts Contrastive Learning Framework for Improving the Accuracy and Interpretability of Deep Sequential Knowledge Tracing Models	Mar 12, 2024	Contrastive LearningDeep Learning	CodeCode Available
Dynamic Key-Value Memory Networks for Knowledge Tracing	Nov 24, 2016	Knowledge Tracing	CodeCode Available
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning	Dec 1, 2023	counterfactualCounterfactual Reasoning	CodeCode Available
Interpretable Knowledge Tracing with Multiscale State Representation	May 14, 2024	Knowledge Tracing	CodeCode Available
Using Large Multimodal Models to Extract Knowledge Components for Knowledge Tracing from Multimedia Question Information	Sep 30, 2024	Knowledge Tracing	CodeCode Available

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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