A Probabilistic Approach to Satisfiability of Propositional Logic Formulae

December 04, 2019 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Reazul Hasan Russel arXiv ID 1912.02150 Category cs.AI: Artificial Intelligence Cross-listed cs.LO Citations 0 Venue arXiv.org Last Checked 4 months ago
Abstract
We propose a version of WalkSAT algorithm, named as BetaWalkSAT. This method uses probabilistic reasoning for biasing the starting state of the local search algorithm. Beta distribution is used to model the belief over boolean values of the literals. Our results suggest that, the proposed BetaWalkSAT algorithm can outperform other uninformed local search approaches for complex boolean satisfiability problems.
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