Search Results - "Palmisano, Alexander"
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Online shielding for reinforcement learning
Published in Innovations in systems and software engineering (01-12-2023)“…Besides the recent impressive results on reinforcement learning (RL), safety is still one of the major research challenges in RL. RL is a machine-learning…”
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Online Shielding for Reinforcement Learning
Published 04-12-2022“…Besides the recent impressive results on reinforcement learning (RL), safety is still one of the major research challenges in RL. RL is a machine-learning…”
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Journal Article -
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Safety Shielding under Delayed Observation
Published 05-07-2023“…Agents operating in physical environments need to be able to handle delays in the input and output signals since neither data transmission nor sensing or…”
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Online Shielding for Stochastic Systems
Published 17-12-2020“…In this paper, we propose a method to develop trustworthy reinforcement learning systems. To ensure safety especially during exploration, we automatically…”
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It's Time to Play Safe: Shield Synthesis for Timed Systems
Published 30-06-2020“…Erroneous behaviour in safety critical real-time systems may inflict serious consequences. In this paper, we show how to synthesize timed shields from timed…”
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