Personalized recommendation systems have been widely utilized to introduce adaptability in learning. However, the objective of a truly fair recommendation system is not only to consider the capability ...

Conventional knowledge-tracing models require thousands of question–answer pairs and offer little pedagogical insight, a mismatch to real classrooms where teachers rely on sparse evidence and explicit ...