3 citations · 5 across the 3 of their papers we have counts for
3 papers
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…
A Generalized Apprenticeship Learning Framework for Capturing Evolving Student Pedagogical Strategies
Md Mirajul Islam, Xi Yang, Adittya Soukarjya Saha +2
Reinforcement Learning (RL) and Deep Reinforcement Learning (DRL) have advanced rapidly in recent years and have been successfully applied to e-learning environments like intellige…
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)…