Advancing Personalized Learning Analysis via an Innovative Domain Knowledge Informed Attention-based Knowledge Tracing Method
Fuente:
arXiv
Saved in:
| Main Authors: | Kose, Shubham, Wei-Kocsis, Jin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Enhancing Deep Knowledge Tracing via Diffusion Models for Personalized Adaptive Learning
by: Kuo, Ming, et al.
Published: (2024)
by: Kuo, Ming, et al.
Published: (2024)
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning
by: Cui, Jiajun, et al.
Published: (2023)
by: Cui, Jiajun, et al.
Published: (2023)
Personalized Knowledge Tracing through Student Representation Reconstruction and Class Imbalance Mitigation
by: Chen, Zhiyu, et al.
Published: (2024)
by: Chen, Zhiyu, et al.
Published: (2024)
Advancing Knowledge Tracing by Exploring Follow-up Performance Trends
by: Liu, Hengyu, et al.
Published: (2025)
by: Liu, Hengyu, et al.
Published: (2025)
Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing
by: Cui, Jiajun, et al.
Published: (2024)
by: Cui, Jiajun, et al.
Published: (2024)
Differentiating Student Feedbacks for Knowledge Tracing
by: Cui, Jiajun, et al.
Published: (2022)
by: Cui, Jiajun, et al.
Published: (2022)
DASKT: A Dynamic Affect Simulation Method for Knowledge Tracing
by: Sun, Xinjie, et al.
Published: (2025)
by: Sun, Xinjie, et al.
Published: (2025)
KTCF: Actionable Recourse in Knowledge Tracing via Counterfactual Explanations for Education
by: Kim, Woojin, et al.
Published: (2026)
by: Kim, Woojin, et al.
Published: (2026)
Temporal Graph Memory Networks For Knowledge Tracing
by: Gad, Seif, et al.
Published: (2024)
by: Gad, Seif, et al.
Published: (2024)
Addressing Label Leakage in Knowledge Tracing Models
by: Badran, Yahya, et al.
Published: (2024)
by: Badran, Yahya, et al.
Published: (2024)
AdvKT: An Adversarial Multi-Step Training Framework for Knowledge Tracing
by: Fu, Lingyue, et al.
Published: (2025)
by: Fu, Lingyue, et al.
Published: (2025)
AAKT: Enhancing Knowledge Tracing with Alternate Autoregressive Modeling
by: Zhou, Hao, et al.
Published: (2025)
by: Zhou, Hao, et al.
Published: (2025)
Enhancing Knowledge Tracing through Leakage-Free and Recency-Aware Embeddings
by: Badran, Yahya, et al.
Published: (2025)
by: Badran, Yahya, et al.
Published: (2025)
Fair Knowledge Tracing in Second Language Acquisition
by: Tang, Weitao, et al.
Published: (2024)
by: Tang, Weitao, et al.
Published: (2024)
A Question-centric Multi-experts Contrastive Learning Framework for Improving the Accuracy and Interpretability of Deep Sequential Knowledge Tracing Models
by: Zhang, Hengyuan, et al.
Published: (2024)
by: Zhang, Hengyuan, et al.
Published: (2024)
Automated Knowledge Component Generation for Interpretable Knowledge Tracing in Coding Problems
by: Duan, Zhangqi, et al.
Published: (2025)
by: Duan, Zhangqi, et al.
Published: (2025)
Disentangling Heterogeneous Knowledge Concept Embedding for Cognitive Diagnosis on Untested Knowledge
by: Zhang, Miao, et al.
Published: (2024)
by: Zhang, Miao, et al.
Published: (2024)
Improving Low-Resource Knowledge Tracing Tasks by Supervised Pre-training and Importance Mechanism Fine-tuning
by: Zhang, Hengyuan, et al.
Published: (2024)
by: Zhang, Hengyuan, et al.
Published: (2024)
Not All Options Are Created Equal: Textual Option Weighting for Token-Efficient LLM-Based Knowledge Tracing
by: Kim, JongWoo, et al.
Published: (2024)
by: Kim, JongWoo, et al.
Published: (2024)
A Comparative Analysis of Student Performance Predictions in Online Courses using Heterogeneous Knowledge Graphs
by: Trask, Thomas, et al.
Published: (2024)
by: Trask, Thomas, et al.
Published: (2024)
Domain Generalizable Knowledge Tracing via Concept Aggregation and Relation-Based Attention
by: Xie, Yuquan, et al.
Published: (2024)
by: Xie, Yuquan, et al.
Published: (2024)
Large-scale Urban Facility Location Selection with Knowledge-informed Reinforcement Learning
by: Su, Hongyuan, et al.
Published: (2024)
by: Su, Hongyuan, et al.
Published: (2024)
Leveraging Large Language Models for Tacit Knowledge Discovery in Organizational Contexts
by: Zuin, Gianlucca, et al.
Published: (2025)
by: Zuin, Gianlucca, et al.
Published: (2025)
Deep Knowledge Tracing for Personalized Adaptive Learning at Historically Black Colleges and Universities
by: Kuo, Ming-Mu, et al.
Published: (2024)
by: Kuo, Ming-Mu, et al.
Published: (2024)
Multi-Layer Personalized Federated Learning for Mitigating Biases in Student Predictive Analytics
by: Chu, Yun-Wei, et al.
Published: (2022)
by: Chu, Yun-Wei, et al.
Published: (2022)
Prompt Attacks Reveal Superficial Knowledge Removal in Unlearning Methods
by: Jang, Yeonwoo, et al.
Published: (2025)
by: Jang, Yeonwoo, et al.
Published: (2025)
Personalized Worked Example Generation from Student Code Submissions Using Pattern-based Knowledge Components
by: Pitts, Griffin, et al.
Published: (2026)
by: Pitts, Griffin, et al.
Published: (2026)
Automatically Inferring Teachers' Geometric Content Knowledge: A Skills Based Approach
by: Fenigstein, Ziv, et al.
Published: (2026)
by: Fenigstein, Ziv, et al.
Published: (2026)
PICKT: Practical Interlinked Concept Knowledge Tracing for Personalized Learning using Knowledge Map Concept Relations
by: Lee, Wonbeen, et al.
Published: (2025)
by: Lee, Wonbeen, et al.
Published: (2025)
Advancing Crime Linkage Analysis with Machine Learning: A Comprehensive Review and Framework for Data-Driven Approaches
by: Lima, Vinicius, et al.
Published: (2024)
by: Lima, Vinicius, et al.
Published: (2024)
Decolonial AI Alignment: Openness, Viśe\d{s}a-Dharma, and Including Excluded Knowledges
by: Varshney, Kush R.
Published: (2023)
by: Varshney, Kush R.
Published: (2023)
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare
by: Shang, Tianqi, et al.
Published: (2024)
by: Shang, Tianqi, et al.
Published: (2024)
Few-Shot Knowledge Distillation of LLMs With Counterfactual Explanations
by: Hamman, Faisal, et al.
Published: (2025)
by: Hamman, Faisal, et al.
Published: (2025)
Research Superalignment Should Advance Now with Alternating Competence and Conformity Optimization
by: Kim, HyunJin, et al.
Published: (2025)
by: Kim, HyunJin, et al.
Published: (2025)
Risk Analysis in Customer Relationship Management via Quantile Region Convolutional Neural Network-Long Short-Term Memory and Cross-Attention Mechanism
by: Huang, Yaowen, et al.
Published: (2024)
by: Huang, Yaowen, et al.
Published: (2024)
AI-powered Digital Framework for Personalized Economical Quality Learning at Scale
by: VatandoustMohammadieh, Mrzieh, et al.
Published: (2024)
by: VatandoustMohammadieh, Mrzieh, et al.
Published: (2024)
CrisisKAN: Knowledge-infused and Explainable Multimodal Attention Network for Crisis Event Classification
by: Gupta, Shubham, et al.
Published: (2024)
by: Gupta, Shubham, et al.
Published: (2024)
Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
by: Hardy, Michael, et al.
Published: (2026)
by: Hardy, Michael, et al.
Published: (2026)
Knowledge Distillation-Based Model Extraction Attack using GAN-based Private Counterfactual Explanations
by: Ezzeddine, Fatima, et al.
Published: (2024)
by: Ezzeddine, Fatima, et al.
Published: (2024)
Mamba4KT:An Efficient and Effective Mamba-based Knowledge Tracing Model
by: Cao, Yang, et al.
Published: (2024)
by: Cao, Yang, et al.
Published: (2024)
Similar Items
-
Enhancing Deep Knowledge Tracing via Diffusion Models for Personalized Adaptive Learning
by: Kuo, Ming, et al.
Published: (2024) -
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning
by: Cui, Jiajun, et al.
Published: (2023) -
Personalized Knowledge Tracing through Student Representation Reconstruction and Class Imbalance Mitigation
by: Chen, Zhiyu, et al.
Published: (2024) -
Advancing Knowledge Tracing by Exploring Follow-up Performance Trends
by: Liu, Hengyu, et al.
Published: (2025) -
Leveraging Pedagogical Theories to Understand Student Learning Process with Graph-based Reasonable Knowledge Tracing
by: Cui, Jiajun, et al.
Published: (2024)