2 papers
cs.LG2026
Hierarchical Apprenticeship Learning from Imperfect Demonstrations with Evolving Rewards
Md Mirajul Islam, Rajesh Debnath, Adittya Soukarjya Saha +1
While apprenticeship learning has shown promise for inducing effective pedagogical policies directly from student interactions in e-learning environments, most existing approaches…
cs.LG2024
A Generalized Apprenticeship Learning Framework for Modeling Heterogeneous Student Pedagogical Strategies
Md Mirajul Islam, Xi Yang, John Hostetter +2
A key challenge in e-learning environments like Intelligent Tutoring Systems (ITSs) is to induce effective pedagogical policies efficiently. While Deep Reinforcement Learning (DRL)…