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In this paper, we introduce a novel approach to ensure the safety of Markov Decision Processes (MDPs) using an abstraction function. This function conceals the underlying transition structure of the process, and our methods rely on utilizing an observation (abstraction) function provided for the process.

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Abstraction Based Safety for Markov Decision Processes

  • 会议论文

  • 发表日期：

    2025年

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  • Manuela L. Bujorianu,
  • Rafał Wisniewski

摘要

In this paper, we introduce a novel approach to ensure the safety of Markov Decision Processes (MDPs) using an abstraction function. This function conceals the underlying transition structure of the process, and our methods rely on utilizing an observation (abstraction) function provided for the process.