2 papers
cs.LG2026
KTCF: Actionable Recourse in Knowledge Tracing via Counterfactual Explanations for Education
Woojin Kim, Changkwon Lee, Hyeoncheol Kim
Using Artificial Intelligence to improve teaching and learning benefits greater adaptivity and scalability in education. Knowledge Tracing (KT) is recognized for student modeling t…
cs.CY2025
Counterfactual Fairness Evaluation of Machine Learning Models on Educational Datasets
Woojin Kim, Hyeoncheol Kim
As machine learning models are increasingly used in educational settings, from detecting at-risk students to predicting student performance, algorithmic bias and its potential impa…