Works (5)

Updated: April 11th, 2023 10:13

2022 article

The Impact of Batch Deep Reinforcement Learning on Student Performance: A Simple Act of Explanation Can Go A Long Way

Ausin, M. S., Maniktala, M., Barnes, T., & Chi, M. (2022, November 28). INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE IN EDUCATION.

author keywords: Deep reinforcement learning; Pedagogical policy; Explanation
Sources: ORCID, Web Of Science
Added: November 29, 2022

2021 article

Leveraging Granularity: Hierarchical Reinforcement Learning for Pedagogical Policy Induction

Zhou, G., Azizsoltani, H., Ausin, M. S., Barnes, T., & Chi, M. (2021, August 16). INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE IN EDUCATION, Vol. 8.

author keywords: Hierarchical reinforcement learning; Decision granularity; Pedagogical policy
Sources: Web Of Science, ORCID
Added: August 23, 2021

2021 article

Tackling the Credit Assignment Problem in Reinforcement Learning-Induced Pedagogical Policies with Neural Networks

ARTIFICIAL INTELLIGENCE IN EDUCATION (AIED 2021), PT I, Vol. 12748, pp. 356–368.

author keywords: Pedagogical agent; Credit assignment problem; Deep reinforcement learning
Sources: ORCID, Web Of Science
Added: June 16, 2021

2020 chapter

Exploring the Impact of Simple Explanations and Agency on Batch Deep Reinforcement Learning Induced Pedagogical Policies

In Lecture Notes in Computer Science (pp. 472–485).

author keywords: Deep reinforcement learning; Pedagogical policy; Explanation
Source: ORCID
Added: September 14, 2020

2019 article

Hierarchical Reinforcement Learning for Pedagogical Policy Induction

ARTIFICIAL INTELLIGENCE IN EDUCATION (AIED 2019), PT I, Vol. 11625, pp. 544–556.

author keywords: Hierarchical Reinforcement Learning; Pedagogical policies
Sources: Web Of Science, ORCID
Added: December 2, 2019