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  • title: Shield Decentralization for Safe Multi-Agent Reinforcement Learning
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            Shield Decentralization for Safe Multi-Agent Reinforcement Learning
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            Shield Decentralization for Safe Multi-Agent Reinforcement Learning

            Nov 28, 2022

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            Learning safe solutions is an important but challenging problem in multi-agent reinforcement learning (MARL). Shielded reinforcement learning is one approach for preventing agents from choosing unsafe actions. Current shielded reinforcement learning methods for MARL make strong assumptions about communication and full observability. In this work, we extend the formalization of the shielded reinforcement learning problem to a truly decentralized multi-agent setting. We then present an algorithm f…

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            NeurIPS 2022

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