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Abstract: With the gradual application of reinforcement learning (RL), safety has emerged as a paramount concern. This article presents a novel data-model hybrid-driven safe RL (SRL) scheme to address ...

Abstract: In pixel-based deep reinforcement learning (DRL), learning representations of states that change because of an agent’s action or interaction with the environment poses a critical challenge ...