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 61–70 of 215 papers

Title	Date	Tasks	Status	Score
Automated Knowledge Component Generation and Knowledge Tracing for Coding Problems	Feb 25, 2025	Knowledge Tracing	CodeCode Available	5
Knowledge Query Network for Knowledge Tracing	Mar 4, 2019	Knowledge Tracing	CodeCode Available	5
Deep Factorization Machines for Knowledge Tracing	May 1, 2018	Knowledge TracingLanguage Acquisition	CodeCode Available	5
A Trainable Spaced Repetition Model for Language Learning	Aug 1, 2016	Knowledge TracingLanguage Acquisition	CodeCode Available	5
Data Augmentation for Sparse Multidimensional Learning Performance Data Using Generative AI	Sep 24, 2024	ARCData Augmentation	CodeCode Available	5
A Hierarchical Probabilistic Framework for Incremental Knowledge Tracing in Classroom Settings	Jun 11, 2025	Knowledge Tracing	CodeCode Available	5
A Conceptual Model for End-to-End Causal Discovery in Knowledge Tracing	May 11, 2023	Causal DiscoveryKnowledge Tracing	CodeCode Available	5
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of Skills	May 14, 2019	Knowledge TracingMemorization	CodeCode Available	5
AAKT: Enhancing Knowledge Tracing with Alternate Autoregressive Modeling	Feb 17, 2025	Knowledge TracingText Generation	CodeCode Available	5
DAGKT: Difficulty and Attempts Boosted Graph-based Knowledge Tracing	Oct 18, 2022	Knowledge TracingQuestion Similarity	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