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The Twelfth International Convention on Learning Representations(2024) Preview Preview summary A notable problem of offline reinforcement Discovering (RL) is the issue of hidden confounding. There, unobserved variables could impact each the actions taken through the agent as well as outcomes observed in the info. Concealed confounding can compromise the validity of any causal conclusion drawn from the data and provides A serious impediment to successful offline RL. During this paper, we deal with the issue of hidden confounding inside the nonidentifiable placing. We propose a report the articles by google definition of uncertainty resulting from confounding bias, termed delphic uncertainty, which uses variation about suitable planet types, and differentiate it from the well-known epistemic and aleatoric uncertainties.