SOTAVerified

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

Showing 151200 of 215 papers

TitleStatusHype
APGKT: Exploiting Associative Path on Skills Graph for Knowledge Tracing0
DBE-KT22: A Knowledge Tracing Dataset Based on Online Student Evaluation0
Equity and Fairness of Bayesian Knowledge Tracing0
No Task Left Behind: Multi-Task Learning of Knowledge Tracing and Option Tracing for Better Student Assessment0
Bi-CLKT: Bi-Graph Contrastive Learning based Knowledge Tracing0
Knowledge Tracing: A Survey0
Incremental Knowledge Tracing from Multiple Schools0
Empirical Evaluation of Deep Learning Models for Knowledge Tracing: Of Hyperparameters and Metrics on Performance and Replicability0
Masked Deep Q-Recommender for Effective Question Scheduling0
Programming Knowledge Tracing: A Comprehensive Dataset and A New Model0
Learning Data Teaching Strategies Via Knowledge Tracing0
An Approach for Combining Multimodal Fusion and Neural Architecture Search Applied to Knowledge Tracing0
Interpreting Deep Knowledge Tracing Model on EdNet Dataset0
Deep Graph Memory Networks for Forgetting-Robust Knowledge Tracing0
Consistency and Monotonicity Regularization for Neural Knowledge Tracing0
On Representation Learning for Scientific News Articles Using Heterogeneous Knowledge Graphs0
Temporal Cross-Effects in Knowledge TracingCode0
MUSE: Multi-Scale Temporal Features Evolution for Knowledge Tracing0
LSTM-SAKT: LSTM-Encoded SAKT-like Transformer for Knowledge Tracing0
On the Interpretability of Deep Learning Based Models for Knowledge Tracing0
Do we need to go Deep? Knowledge Tracing with Big Data0
An Empirical Comparison of Deep Learning Models for Knowledge Tracing on Large-Scale Dataset0
Using Deep Reinforcement Learning to Train and Evaluate Instructional Sequencing Policies for an Intelligent Tutoring System0
BKT-LSTM: Efficient Student Modeling for knowledge tracing and student performance prediction0
Explainable Knowledge Tracing Models for Big Data: Is Ensembling an Answer?0
Exercise Hierarchical Feature Enhanced Knowledge Tracing0
Accuracy-aware Deep Knowledge Tracing with Knowledge State Vector LossCode0
Deep Knowledge Tracing with Learning Curves0
HGKT: Introducing Hierarchical Exercise Graph for Knowledge Tracing0
qDKT: Question-centric Deep Knowledge Tracing0
Dynamic Knowledge embedding and tracing0
Towards Interpretable Deep Learning Models for Knowledge Tracing0
Systematic Review of Approaches to Improve Peer Assessment at ScaleCode0
What's happened in MOOC Posts Analysis, Knowledge Tracing and Peer Feedbacks? A ReviewCode0
Domain Adaption for Knowledge Tracing0
EdNet: A Large-Scale Hierarchical Dataset in EducationCode0
TrueLearn: A Family of Bayesian Algorithms to Match Lifelong Learners to Open Educational ResourcesCode0
Knowledge Tracing with Sequential Key-Value Memory NetworksCode0
Extending Deep Knowledge Tracing: Inferring Interpretable Knowledge and Predicting Post-System Performance0
Graph-based Knowledge Tracing: Modeling Student Proficiency Using Graph Neural NetworkCode0
Deep Knowledge Tracing with Side Information0
Tracing Player Knowledge in a Parallel Programming Educational Game0
Knowledge Query Network: How Knowledge Interacts with Skills0
A Self-Attentive model for Knowledge TracingCode0
EKT: Exercise-aware Knowledge Tracing for Student Performance PredictionCode0
DAS3H: Modeling Student Learning and Forgetting for Optimally Scheduling Distributed Practice of SkillsCode0
Augmenting Knowledge Tracing by Considering Forgetting BehaviorCode0
Deep-IRT: Make Deep Learning Based Knowledge Tracing Explainable Using Item Response TheoryCode0
Knowledge Query Network for Knowledge TracingCode0
Knowledge Tracing Machines: Factorization Machines for Knowledge TracingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAKTAcc70.73Unverified
2SAINT+AUC0.79Unverified
3SAINTAUC0.78Unverified
4PEBG+DKTAUC0.78Unverified
5PEBG+DKVMNAUC0.78Unverified
6DKVMNAUC0.77Unverified
7DKTAUC0.76Unverified
8GIKTAUC0.75Unverified
#ModelMetricClaimedVerifiedStatus
1DKTAUC0.86Unverified
2BKTAUC0.67Unverified