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rudolph:cig_new [2021-10-27 15:36] Marco Pleines [Publications] |
rudolph:cig_new [2021-10-27 15:41] Marco Pleines [Theses (Abschlussarbeiten)] |
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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, 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 | * 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 === | ||
+ | |||
+ | == 2021 == | ||
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+ | * Alisa Gromova: Training Multiple Agents in a Soccer Environment using Deep Reinforcement Learning.\\ Advisors: Rudolph, Pleines. | ||
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+ | Learning and Self-Play | ||
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+ | == 2020 == | ||
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+ | == 2019 == | ||
=== Master Theses === | === Master Theses === | ||
- | === Bachelor Theses === | + | == 2021 == |
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+ | * Jonas Schumacher: Deep Reinforcement Learning für Stichspiele mit imperfekter Information / Deep Reinforcement Learning for Trick-Taking Games with Imperfect Information.\\ Advisors: Rudolph, Pleines. | ||
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+ | == 2020 == | ||
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+ | == 2019 == | ||