Officail implemention：
CoKT: Collaborative Embedding for Knowledge Tracing https://github.com/john1226966735/CoKT
HAKT: Hierarchical Attention Network based Interpretable Knowledge Tracing https://github.com/john1226966735/HAKT
LANA: Towards Personalized Deep Knowledge Tracing Through Distinguishable Interactive Sequences https://github.com/Soptq/LANA-pytorch
cl4kt: Contrastive Learning for Knowledge Tracing (TheWebConf 2022)). https://github.com/UpstageAI/cl4kt
OKT: Modeling Offline Knowledge Evolution Effect for Online Knowledge Tracing (ICTAI'2022) https://github.com/sone47/OKT
DAGKT: Difficulty and Attempts Boosted Graph-based Knowledge Tracing https://github.com/DMiC-Lab-HFUT/DAGKT
OKT: Open-Ended Knowledge Tracing for Computer Science Education(EMNLP 2022) https://github.com/lucy66666/OKT
HGR-KT: Heterogeneous Graph Representation for Knowledge Tracing https://github.com/chenjisen/HGR-KT
DTransformer: Tracing Knowledge Instead of Patterns: Stable Knowledge Tracing with Diagnostic Transformer (WWW23) https://github.com/yxonic/DTransformer
DIMKT: Assessing Student's Dynamic Knowledge State by Exploring the Question Difficulty Effect(SIGIR2022) https://github.com/shshen-closer/DIMKT
GIKT: A Graph-based Interaction Model for Knowledge Tracing( ECML-PKDD 2020) https://github.com/ApexEDM/GIKT
KGNN-LS: Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems https://github.com/hwwang55/KGNN-LS
ATKT: Enhancing Knowledge Tracing via Adversarial Training(ACM MM 2021 (Oral)) https://github.com/xiaopengguo/ATKT
RKT: Relation-Aware Self-Attention for Knowledge(CIKM2020) https://github.com/shalini1194/RKT
HawkesKT: Temporal Cross-Effects in Knowledge Tracing https://github.com/THUwangcy/HawkesKT
SGKT: Session Graph-Based Knowledge Tracing for Student Performance Prediction https://github.com/lhuang65/SGKT
DSAKT: Application of Deep Self-Attention in Knowledge Tracing(2021) https://github.com/Fusion4233919/DSAKT
Context-Aware Attentive Knowledge Tracing https://github.com/iseochoi/DeepKnowledgeTracing
Convolutional Knowledge Tracing: Modeling Individualization in Student Learning Process https://github.com/shshen-closer/Convolutional-Knowledge-Tracing
Federated Deep Knowledge Tracing https://github.com/hxwujinze/federated-deep-knowledge-tracing
Last Query Transformer RNN for knowledge tracing https://github.com/arshadshk/Last_Query_Transformer_RNN-PyTorch
kt model libraray:
Knowledge-Tracing-Paper-Lists https://github.com/ApexEDM/knowledge-tracing-papers https://github.com/AiFangzhe/Exercise-Recommendation-System
pykt https://github.com/pykt-team/pykt-toolkit DKT: Deep knowledge tracing DKT+: Addressing two problems in deep knowledge tracing via prediction-consistent regularization DKT-Forget: Augmenting knowledge tracing by considering forgetting behavior KQN: Knowledge query network for knowledge tracing: How knowledge interacts with skills DKVMN: Dynamic key-value memory networks for knowledge tracing ATKT: Enhancing Knowledge Tracing via Adversarial Training GKT: Graph-based knowledge tracing: modeling student proficiency using graph neural network SAKT: A self-attentive model for knowledge tracing SAINT: Towards an appropriate query, key, and value computation for knowledge tracing AKT: Context-aware attentive knowledge tracing Temporal Cross-Effects in Knowledge Tracing IEKT: Tracing Knowledge State with Individual Cognition and Acquisition Estimation SKVMN: Knowledge Tracing with Sequential Key-Value Memory Networks LPKT: Learning Process-consistent Knowledge Tracing
https://github.com/JonathanSilver/pyKT
PFA
DKT
DKVMN
Deep-IRT
SAKT
EduKTM https://github.com/bigdata-ustc/EduKTM KPT [doc] [example] EKPT [doc] [example] DKT [doc] [example] DKT+ [doc] [example] DKVMN[doc] [example] GKT[doc] [example] AKT [doc] [example] LPKT [doc] [example]
TKT https://github.com/tswsxk/TKT DKT DKT+ EmbedDKT EmbedDKT+ DKVMN
Assessing the Knowledge State of Online Students https://github.com/rschmucker/Large-Scale-Knowledge-Tracing Item Response Theory (IRT) Performance Factors Analysis (PFA) DAS3H Best-LR Best-LR+ AugmentedLR DKT SAKT SAINT SAINT+