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Safe Reinforcement Learning via Probabilistic Option Shielding

arXiv cs.AI · Gian Luca Ascari, Isidoro Tamassia, Ying Jiao, Luc De Raedt, Giuseppe Marra ·

arXiv:2611.09197v1 Announce Type: new Abstract: Shielding is a safe reinforcement learning technique that provides safety guarantees while learning, by blocking unsafe actions. Traditional shielding relies on a complete model of the environment to provide long-term guarantees. Probabilistic logic shielding (PLS)…

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