Deep Reinforcement Learning

Generative Models

Procedural Content Generation

Marco Pleines, Jenia Jitsev, Mike Preuss, Frank Zimmer. 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, Frank Zimmer, Vincent-Pierre Berges. Action Spaces in Deep Reinforcement Learning to Mimic Human Input Devices. In CoG 2019 Proceedings, IEEE.

Marco Pleines, Frank Zimmer, Jonathan Indetzki, Fabian Fritzsche, Timo Kahl. Reinforcement Learning auf dem Weg in die Industrie. In Digitale Produktion - Nutzenversprechen, Lösungsansätze, Soziale Fragen. Torsten Niechoj (Ed.) & Alexander Klein (Ed.). Metropolis-Verlag.

Marco Pleines. Generative Adversarial Networks. In Interaktive Datenvisualisierung in Wissenschaft und Unternehmenspraxis. Frank Zimmer (Ed.) & Timo Kahl (Ed.). Springer-Verlag.

Marco Pleines, Mike Preuss, Jenia Jitsev, Frank Zimmer, Jonathan Indetzki. Rising to the Obstacle Tower Challenge. In CoG 2019 Short Video Competition, IEEE