POMDPs中的历史相关评估
History-dependent evaluations in POMDPs
摘要：
我们认为POMDPs中的阶段收益的权重取决于过去的信号和行动序列中发生的无限重复的问题。我们证明，对于所有的ε>0，存在一个策略，是ε-最优的任何序列的权重满足一个属性，解释为“决策者是足够的耐心”。这统一和推广了文献中的几个结果，特别适用于具有limsup支付的POMDPs。
英文摘要：
We consider POMDPs in which the weight of the stage payoff depends on the past sequence of signals and actions occurring in the infinitely repeated problem. We prove that for all epsilon>0, there exists a strategy that is epsilon-optimal for any sequence of weights satisfying a property that interprets as "the decision-maker is patient enough". This unifies and generalizes several results of the literature, and applies notably to POMDPs with limsup payoffs.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
