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rudolph:cig_new [2021-10-27 15:36] Marco Pleines [Publications] |
rudolph:cig_new [2022-05-09 13:12] (current) 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) ===== | ||
+ | |||
+ | Anybody who is interested in writing her or his thesis under the guidance of the above listed contacts has to submit a well written (not perfect) exposé. The exposé has to be made up of the following items: | ||
+ | |||
+ | * 2-3 DIN A4 pages | ||
+ | * Content | ||
+ | * Context of the thesis | ||
+ | * Goal and scope of the thesis | ||
+ | * Problems and challenges to be faced | ||
+ | * Relevance of conducting the thesis | ||
+ | * Initial approach | ||
+ | * Preliminary outline of the thesis | ||
+ | * Preliminary list of literature | ||
+ | |||
+ | Depending on the current interest rate, submitted exposés can be improved for a few iterations until it is good enough for the proposed thesis to be accepted and advised by us. __Note that we cannot guarantee a spot under our guidance beforehand__, because the demand of writing a thesis at our chair is usually much greater than our capacity. | ||
+ | |||
+ | === Bachelor Theses === | ||
+ | |||
+ | == 2022 == | ||
+ | |||
+ | * Leon Swazinna. Evaluation of the MA-POCA Algorithm in a Competitive Reinforcement Learning Environment.\\ Advisors: Rudolph, Pleines. | ||
+ | |||
+ | == 2021 == | ||
+ | |||
+ | * Alisa Gromova: Training Multiple Agents in a Soccer Environment using Deep Reinforcement Learning and Self-Play.\\ Advisors: Rudolph, Pleines. | ||
+ | * Markus Grigull: Sim-to-Real Transfer eines Reinforcement Learning Ansatzes zur mechanischen Steuerung eines Gamepads.\\ Advisors: Rudolph, Pleines. | ||
+ | |||
+ | == 2020 == | ||
+ | |||
+ | * Matthias Pallasch. Curiosity-driven Exploration mit Reinforcement Learning in einer CoinRun Umwelt.\\ Advisors: Rudolph, Pleines. | ||
+ | * Vanessa Speeth. Entwicklung eines Agenten für das Spiel Azul basierend auf dem Advanced-Actor-Critc Ansatz.\\ Advisors: Rudolph, Pleines. | ||
+ | * Wentao Li. Applying Curriculum and Reinforcement Learning to a Marble Labyrinth Environment.\\ Advisors: Rudolph, Pleines. | ||
+ | |||
+ | == 2019 == | ||
+ | |||
+ | * Till Musshoff. Vergleich der Lersperformanz von Proximal Policy Optimization und Behavioral Cloning.\\ Advisors: Rudolph, Pleines. | ||
+ | * Marius Brinkmann. Evaluation der Reinforcement Learning-Algorithmen DQN und PPO in einer Ballwurf-Umwelt.\\ Advisors: Rudolph, Pleines. | ||
=== Master Theses === | === Master Theses === | ||
- | === Bachelor Theses === | + | == 2022 == |
+ | |||
+ | * Marcel Schyma. Kontextunabhängige prozedurale Szenen- und Inhaltsgenerierung.\\ Advisors: Rudolph, Pleines. | ||
+ | |||
+ | == 2021 == | ||
+ | |||
+ | * 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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==== Fachprojekt (technical project) Digital Entertainment Technologies ==== | ==== Fachprojekt (technical project) Digital Entertainment Technologies ==== | ||
+ | * [[https://ls11-www.cs.tu-dortmund.de/de/rudolph/lehre/fp_det_ws_21_22|WiSe 2021/2022]] | ||
+ | * Teacher: Patrick Dinklage | ||
+ | * [[https://ls11-www.cs.tu-dortmund.de/de/rudolph/lehre/fp_det_ss_21|SoSe 2021]] | ||
+ | * Teacher: Patrick Dinklage | ||
+ | * [[https://ls11-www.cs.tu-dortmund.de/de/rudolph/lehre/fp_det_ws20_21|WiSe 2020/2021]] | ||
+ | * Teacher: Marco Pleines | ||
+ | * [[https://ls11-www.cs.tu-dortmund.de/de/rudolph/lehre/fp_det_ss20|SoSe 2020]] | ||
+ | * Teacher: Marco Pleines | ||
+ | * [[https://ls11-www.cs.tu-dortmund.de/de/rudolph/lehre/fp_det_ws19_20|WiSe 2019/2020]] | ||
+ | * Teacher: Marco Pleines | ||
+ | * [[https://ls11-www.cs.tu-dortmund.de/de/rudolph/lehre/fp_det_ss19|SoSe 2019]] | ||
+ | * Teacher: Marco Pleines | ||
==== Project Groups ==== | ==== Project Groups ==== | ||
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* [[https://sites.google.com/view/arena-unity/home/learning-environments|Arena]] | * [[https://sites.google.com/view/arena-unity/home/learning-environments|Arena]] | ||
+ | |||
+ | * [[https://github.com/LucasAlegre/sumo-rl|Traffic Control]] | ||
+ | |||
+ | * [[https://github.com/apigott/CityLearn|CityLearn]] | ||