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rudolph:cig_new [2021-10-27 15:35] Marco Pleines [Publications] |
rudolph:cig_new [2021-10-27 15:37] Marco Pleines [Research Context] |
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===== Research Context ===== | ===== Research Context ===== | ||
- | * Genetic and Evolutionary Algortihms | + | * Deep Reinforcement Learning |
- | * Reinforcement Learning | + | |
* Procedural Content Generation | * Procedural Content Generation | ||
* Generative Models | * Generative Models | ||
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===== Publications ===== | ===== Publications ===== | ||
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- | === Journal Articles === | ||
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=== Conference Articles (peer reviewed) === | === Conference Articles (peer reviewed) === | ||
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* Marco Pleines, Jenia Jitsev, Mike Preuss, Frank Zimmer. [[https://arxiv.org/abs/2004.00567|Obstacle Tower Without Human Demonstrations: How Far a Deep Feed-Forward Network Goes with Reinforcement Learning]]. In CoG 2020 Proceedings, IEEE. Best Paper Candidate. | * Marco Pleines, Jenia Jitsev, Mike Preuss, Frank Zimmer. [[https://arxiv.org/abs/2004.00567|Obstacle Tower Without Human Demonstrations: How Far a Deep Feed-Forward Network Goes with Reinforcement Learning]]. In CoG 2020 Proceedings, IEEE. Best Paper Candidate. | ||
+ | == 2019 == | ||
+ | * Marco Pleines, Frank Zimmer, Vincent-Pierre Berges. [[http://www.ieee-cog.org/papers/paper_22.pdf|Action Spaces in Deep Reinforcement Learning to Mimic Human Input Devices]]. In CoG 2019 Proceedings, IEEE. | ||
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+ | === Competitions === | ||
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+ | == 2019 == | ||
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+ | * Marco Pleines, Mike Preuss, Jenia Jitsev, Frank Zimmer, Jonathan Indetzki. [[https://youtu.be/P2rBDHBHxcM|Rising to the Obstacle Tower Challenge]]. In CoG 2019 Short Video Competition, IEEE | ||
===== Theses (Abschlussarbeiten) ===== | ===== Theses (Abschlussarbeiten) ===== | ||
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+ | === Bachelor Theses === | ||
=== Master Theses === | === Master Theses === | ||
- | === Bachelor Theses === | ||