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

, , , and . Artificial Intelligence in Education, page 356--368. Cham, Springer International Publishing, (2021)

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Eliminating the Gap between the High and Low Students through Meta-cognitive Strategy Instruction., and . Intelligent Tutoring Systems, volume 5091 of Lecture Notes in Computer Science, page 603-613. Springer, (2008)Evolving Augmented Graph Grammars for Argument Analysis., , and . GECCO (Companion), page 65-66. ACM, (2016)Hierarchical Reinforcement Learning for Pedagogical Policy Induction., , , , and . AIED (1), volume 11625 of Lecture Notes in Computer Science, page 544-556. Springer, (2019)Exploring the Impact of Worked Examples in a Novice Programming Environment., , , , , and . SIGCSE, page 98-104. ACM, (2019)Reinforcement Learning-based Feature Seleciton For Developing Pedagogically Effective Tutorial Dialogue Tactics., , , and . EDM, page 258-265. www.educationaldatamining.org, (2008)Meta-Cognitive Strategy Instruction in Intelligent Tutoring Systems: How, When, and Why., and . J. Educ. Technol. Soc., 13 (1): 25-39 (2010)The Impact of Batch Deep Reinforcement Learning on Student Performance: A Simple Act of Explanation Can Go A Long Way., , , and . Int. J. Artif. Intell. Educ., 33 (4): 1031-1056 (December 2023)Time-aware deep reinforcement learning with multi-temporal abstraction., and . Appl. Intell., 53 (17): 20007-20033 (September 2023)A Unified Batch Hierarchical Reinforcement Learning Framework for Pedagogical Policy Induction with Deep Bisimulation Metrics., , , and . AIED (Posters/Late Breaking Results/...), volume 1831 of Communications in Computer and Information Science, page 599-605. Springer, (2023)Exploring the Effect of Autoencoder Based Feature Learning for a Deep Reinforcement Learning Policy for Providing Proactive Help., , , and . AIED (Posters/Late Breaking Results/...), volume 1831 of Communications in Computer and Information Science, page 278-283. Springer, (2023)