On Top-Down Pseudo-Boolean Model Counting

TL;DR

This paper introduces PBMC, the first exact top-down pseudo-Boolean model counter, which outperforms existing bottom-up counters in efficiency and instance coverage.

Contribution

The paper presents the first top-down approach for exact pseudo-Boolean model counting, including a new variable heuristic, demonstrating superior performance over existing counters.

Findings

PBMC counts 1849 instances, outperforming PBCount's 1773.

Top-down design shows promising results for PB model counting.

PBMC's variable heuristic improves counting efficiency.

Abstract

Pseudo-Boolean model counting involves computing the number of satisfying assignments of a given pseudo-Boolean (PB) formula. In recent years, PB model counting has seen increased interest partly owing to the succinctness of PB formulas over typical propositional Boolean formulas in conjunctive normal form (CNF) at describing problem constraints. In particular, the research community has developed tools to tackle exact PB model counting. These recently developed counters follow one of the two existing major designs for model counters, namely the bottom-up model counter design. A natural question would be whether the other major design, the top-down model counter paradigm, would be effective at PB model counting, especially when the top-down design offered superior performance in CNF model counting literature. In this work, we investigate the aforementioned top-down design for PB model counting and introduce the first exact top-down PB model counter, PBMC. PBMC is a top-down search-based counter for PB formulas, with a new variable decision heuristic that considers variable coefficients. Through our evaluations, we highlight the superior performance of PBMC at PB model counting compared to the existing state-of-the-art counters PBCount, PBCounter, and Ganak. In particular, PBMC could count for 1849 instances while the next-best competing method, PBCount, could only count for 1773 instances, demonstrating the potential of a top-down PB counter design.