76 citations · 159 across the 9 of their papers we have counts for
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cs.AI2021★ 1 cited
Trustworthy AI for Process Automation on a Chylla-Haase Polymerization Reactor
Daniel Hein, Daniel Labisch
In this paper, genetic programming reinforcement learning (GPRL) is utilized to generate human-interpretable control policies for a Chylla-Haase polymerization reactor. Such contin…
cs.LG2021
Behavior Constraining in Weight Space for Offline Reinforcement Learning
Phillip Swazinna, Steffen Udluft, Daniel Hein +1
In offline reinforcement learning, a policy needs to be learned from a single pre-collected dataset. Typically, policies are thus regularized during training to behave similarly to…