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 71–80 of 215 papers

Title	Date	Tasks	Status	Score
Adversarial Bootstrapped Question Representation Learning for Knowledge Tracing	Oct 29, 2023	Contrastive LearningKnowledge Tracing	CodeCode Available	5
Knowledge Tracing with Sequential Key-Value Memory Networks	Oct 29, 2019	Deep LearningKnowledge Tracing	CodeCode Available	5
Interpretable Knowledge Tracing with Multiscale State Representation	May 14, 2024	Knowledge Tracing	CodeCode Available	5
Cognition-Mode Aware Variational Representation Learning Framework for Knowledge Tracing	Sep 3, 2023	Knowledge TracingRepresentation Learning	CodeCode Available	5
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	5
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning	Dec 1, 2023	counterfactualCounterfactual Reasoning	CodeCode Available	5
Knowledge Query Network for Knowledge Tracing	Mar 4, 2019	Knowledge Tracing	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
Dynamic Key-Value Memory Networks for Knowledge Tracing	Nov 24, 2016	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

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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