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Lower Bounds for Possibly Divergent Probabilistic Programs

Feng, Shenghua; Chen, Mingshuai; Su, Han; Kaminski, Benjamin Lucien; Katoen, Joost-Pieter; Zhan, Naijun; (2023) Lower Bounds for Possibly Divergent Probabilistic Programs. Proceedings of the ACM on Programming Languages , 7 (OOPSLA1) pp. 696-726. 10.1145/3586051. Green open access

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Abstract

We present a new proof rule for verifying lower bounds on quantities of probabilistic programs. Our proof rule is not confined to almost-surely terminating programs -- as is the case for existing rules -- and can be used to establish non-trivial lower bounds on, e.g., termination probabilities and expected values, for possibly divergent probabilistic loops, e.g., the well-known three-dimensional random walk on a lattice.

Type: Article
Title: Lower Bounds for Possibly Divergent Probabilistic Programs
Open access status: An open access version is available from UCL Discovery
DOI: 10.1145/3586051
Publisher version: https://doi.org/10.1145/3586051
Language: English
Additional information: © 2023 Copyright held by the owner/author(s). This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of Engineering Science > Dept of Computer Science
URI: https://discovery-pp.ucl.ac.uk/id/eprint/10168175
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