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 191–200 of 215 papers

Title	Date	Tasks	Status	Hype
Knowledge Query Network: How Knowledge Interacts with Skills	Aug 3, 2019	ClusteringKnowledge Tracing	—Unverified	0
A Self-Attentive model for Knowledge Tracing	Jul 16, 2019	Ad-Hoc Information RetrievalKnowledge Tracing	CodeCode Available	0
EKT: Exercise-aware Knowledge Tracing for Student Performance Prediction	Jun 7, 2019	Knowledge TracingPrediction	CodeCode Available	0
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills	May 14, 2019	Knowledge TracingMemorization	CodeCode Available	0
Augmenting Knowledge Tracing by Considering Forgetting Behavior	May 13, 2019	Knowledge Tracing	—Unverified	0
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory	Apr 26, 2019	Deep LearningKnowledge Tracing	CodeCode Available	0
Dynamic Student Classiffication on Memory Networks for Knowledge Tracing	Mar 22, 2019	Knowledge Tracing	CodeCode Available	1
Knowledge Query Network for Knowledge Tracing	Mar 4, 2019	Knowledge Tracing	CodeCode Available	0
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing	Nov 8, 2018	Knowledge Tracing	CodeCode Available	0
Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing	Sep 24, 2018	ClassificationGeneral Classification	CodeCode Available	0

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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