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Towards Learning Infinite SMT Models (Work in Progress)

Published: March 21, 2025 | arXiv ID: 2503.16982v1

By: Mikoláš Janota, Bartosz Piotrowski, Karel Chvalovský

Potential Business Impact:

Finds patterns in math problems for computers.

Business Areas:
Quantum Computing Science and Engineering

This short paper proposes to learn models of satisfiability modulo theories (SMT) formulas during solving. Specifically, we focus on infinite models for problems in the logic of linear arithmetic with uninterpreted functions (UFLIA). The constructed models are piecewise linear. Such models are useful for satisfiable problems but also provide an alternative driver for model-based quantifier instantiation (MBQI).

Page Count
4 pages

Category
Computer Science:
Logic in Computer Science