1 code implementation • 10 Oct 2023 • Quirin Göttl, Jonathan Pirnay, Jakob Burger, Dominik G. Grimm
Deep reinforcement learning agents, trained without prior knowledge, have shown to outperform humans in various complex planning problems in recent years.
1 code implementation • 7 Jun 2023 • Jonathan Pirnay, Quirin Göttl, Jakob Burger, Dominik Gerhard Grimm
AlphaZero-type algorithms may stop improving on single-player tasks in case the value network guiding the tree search is unable to approximate the outcome of an episode sufficiently well.
no code implementations • 10 Mar 2023 • Fabian Hartung, Billy Joe Franks, Tobias Michels, Dennis Wagner, Philipp Liznerski, Steffen Reithermann, Sophie Fellenz, Fabian Jirasek, Maja Rudolph, Daniel Neider, Heike Leitte, Chen Song, Benjamin Kloepper, Stephan Mandt, Michael Bortz, Jakob Burger, Hans Hasse, Marius Kloft
Our extensive study will facilitate choosing appropriate anomaly detection methods in industrial applications.
no code implementations • 12 Jan 2021 • Quirin Göttl, Dominik G. Grimm, Jakob Burger
The method is applied successfully to a reaction-distillation process in a quaternary system.