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 51–60 of 215 papers

Title	Date	Tasks	Status	Score
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
Attentive Q-Matrix Learning for Knowledge Tracing	Apr 6, 2023	Knowledge Tracing	CodeCode Available	5
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response Theory	Apr 26, 2019	Deep LearningKnowledge Tracing	CodeCode Available	5
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural Network	Oct 14, 2019	Graph Neural NetworkInductive Bias	CodeCode Available	5
Improving Interpretability of Deep Sequential Knowledge Tracing Models with Question-centric Cognitive Representations	Feb 14, 2023	Deep LearningKnowledge Tracing	CodeCode Available	5
Deep Factorization Machines for Knowledge Tracing	Jun 1, 2018	Knowledge TracingLanguage Acquisition	CodeCode Available	5
Deep Knowledge Tracing and Dynamic Student Classification for Knowledge Tracing	Sep 24, 2018	ClassificationGeneral Classification	CodeCode Available	5
Augmenting Knowledge Tracing by Considering Forgetting Behavior	May 13, 2019	Knowledge Tracing	CodeCode Available	5
Deep Factorization Machines for Knowledge Tracing	May 1, 2018	Knowledge TracingLanguage Acquisition	CodeCode Available	5

Show:10 25 50

← PrevPage 6 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