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Logics for Probabilistic Programming (Extended Abstract)

Conference Paper Accepted Paper Algorithms and Complexity · Theoretical Computer Science

Abstract

This paper introduces a logic for probabilistic programming + PROB-DL (for probabilistic dynamic logic; see Section 2 for a formal definition). This logic has “dynamic” modal operators in which programs appear, as in Pratt's [1976] dynamic logic DL. However the programs of PROB-DL contain constructs for probabilistic branching and looping whereas DL is restricted to nondeterministic programs. The formula {a} σ p of PROB-DL denotes “with measure ≥σ, formula p holds after executing program a.”

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Context

Venue
ACM Symposium on Theory of Computing
Archive span
1969-2025
Indexed papers
4364
Paper id
44166908622076289
v2026.09.13