Explaining the Behaviour of Game Agents Using Differential Comparison

Author:

Castellano Ezequiel1ORCID,Zhang Xiao-Yi1ORCID,Arcaini Paolo1ORCID,Takisaka Toru2ORCID,Ishikawa Fuyuki1ORCID,Ikehata Nozomu3,Iwakura Kosuke3

Affiliation:

1. National Institute of Informatics, Japan

2. University of Electronic Science and Technology of China, China

3. Konami Digital Entertainment, Japan

Funder

National Natural Science Foundation of China

Exploratory Research for Advanced Technology

JST-Mirai Program

Publisher

ACM

Reference27 articles.

1. Automated Video Game Testing Using Synthetic and Humanlike Agents

2. Joakim Bergdahl , Camilo Gordillo , Konrad Tollmar , and Linus Gisslén . 2020 . Augmenting Automated Game Testing with Deep Reinforcement Learning. In 2020 IEEE Conference on Games (CoG). IEEE, 600–603 . https://doi.org/10.1109/CoG47356.2020.9231552 10.1109/CoG47356.2020.9231552 Joakim Bergdahl, Camilo Gordillo, Konrad Tollmar, and Linus Gisslén. 2020. Augmenting Automated Game Testing with Deep Reinforcement Learning. In 2020 IEEE Conference on Games (CoG). IEEE, 600–603. https://doi.org/10.1109/CoG47356.2020.9231552

3. The Case for Context-Driven Software Engineering Research: Generalizability Is Overrated

4. Nadia Burkart and Marco  F. Huber . 2021. A Survey on the Explainability of Supervised Machine Learning. J. Artif . Int. Res. 70 (may 2021 ), 245–317. https://doi.org/10.1613/jair.1.12228 10.1613/jair.1.12228 Nadia Burkart and Marco F. Huber. 2021. A Survey on the Explainability of Supervised Machine Learning. J. Artif. Int. Res. 70 (may 2021), 245–317. https://doi.org/10.1613/jair.1.12228

5. Youri Coppens , Kyriakos Efthymiadis , Tom Lenaerts , and Ann Nowe . 2019 . Distilling Deep Reinforcement Learning Policies in Soft Decision Trees. In IJCAI 2019 Workshop on Explainable Artificial Intelligence. 1–6. Youri Coppens, Kyriakos Efthymiadis, Tom Lenaerts, and Ann Nowe. 2019. Distilling Deep Reinforcement Learning Policies in Soft Decision Trees. In IJCAI 2019 Workshop on Explainable Artificial Intelligence. 1–6.

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