arXiv · 1506.01930
On the Hardness of Almost-Sure Termination
Abstract
This paper considers the computational hardness of computing expected outcomes and deciding (universal) (positive) almost-sure termination of probabilistic programs. It is shown that computing lower and upper bounds of expected outcomes is $Σ_1^0$- and $Σ_2^0$-complete, respectively. Deciding (universal) almost-sure termination as well as deciding whether the expected outcome of a program equals a given rational value is shown to be $Π^0_2$-complete. Finally, it is shown that deciding (universal) positive almost-sure termination is $Σ_2^0$-complete ($Π_3^0$-complete).
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Benjamin Lucien Kaminski, Joost-Pieter Katoen. 2015-06-05. On the Hardness of Almost-Sure Termination. https://arxiv.org/abs/1506.01930
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