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 131–140 of 215 papers

Title	Date	Tasks	Status	Hype
GPT-based Open-Ended Knowledge Tracing	Feb 21, 2022	Code GenerationKnowledge Tracing	CodeCode Available	1
Bi-CLKT: Bi-Graph Contrastive Learning based Knowledge Tracing	Jan 22, 2022	Contrastive LearningKnowledge Tracing	—Unverified	0
Knowledge Tracing: A Survey	Jan 8, 2022	Knowledge TracingSurvey	—Unverified	0
Incremental Knowledge Tracing from Multiple Schools	Jan 7, 2022	Continual LearningKnowledge Tracing	—Unverified	0
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of Hyperparameters and Metrics on Performance and Replicability	Dec 30, 2021	Knowledge Tracing	—Unverified	0
Masked Deep Q-Recommender for Effective Question Scheduling	Dec 19, 2021	Knowledge TracingReinforcement Learning (RL)	—Unverified	0
Interpretable Knowledge Tracing: Simple and Efficient Student Modeling with Causal Relations	Dec 15, 2021	Deep LearningDiagnostic	CodeCode Available	1
Programming Knowledge Tracing: A Comprehensive Dataset and A New Model	Dec 11, 2021	Clone DetectionKnowledge Tracing	—Unverified	0
Learning Data Teaching Strategies Via Knowledge Tracing	Nov 13, 2021	image-classificationImage Classification	—Unverified	0
An Approach for Combining Multimodal Fusion and Neural Architecture Search Applied to Knowledge Tracing	Nov 8, 2021	Knowledge TracingNeural Architecture Search	—Unverified	0

Show:10 25 50

← PrevPage 14 of 22Next →

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