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 81–90 of 215 papers

Title	Date	Tasks	Status	Score
Knowledge Tracing for Complex Problem Solving: Granular Rank-Based Tensor Factorization	Oct 6, 2022	Knowledge Tracing	CodeCode Available	5
Addressing Two Problems in Deep Knowledge Tracing via Prediction-Consistent Regularization	Jun 6, 2018	Knowledge TracingVocal Bursts Valence Prediction	CodeCode Available	5
Knowledge Relation Rank Enhanced Heterogeneous Learning Interaction Modeling for Neural Graph Forgetting Knowledge Tracing	Apr 8, 2023	Knowledge TracingPosition	CodeCode Available	5
Knowledge Tracing Machines: Factorization Machines for Knowledge Tracing	Nov 8, 2018	Knowledge Tracing	CodeCode Available	5
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning	Dec 1, 2023	counterfactualCounterfactual Reasoning	CodeCode Available	5
Interpretable Knowledge Tracing with Multiscale State Representation	May 14, 2024	Knowledge Tracing	CodeCode Available	5
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
Knowledge Query Network for Knowledge Tracing	Mar 4, 2019	Knowledge Tracing	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
HiTSKT: A Hierarchical Transformer Model for Session-Aware Knowledge Tracing	Dec 23, 2022	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