English

Conjectures, Tests and Proofs: An Overview of Theory Exploration

Logic in Computer Science 2021-09-09 v1 Artificial Intelligence Programming Languages Logic

Abstract

A key component of mathematical reasoning is the ability to formulate interesting conjectures about a problem domain at hand. In this paper, we give a brief overview of a theory exploration system called QuickSpec, which is able to automatically discover interesting conjectures about a given set of functions. QuickSpec works by interleaving term generation with random testing to form candidate conjectures. This is made tractable by starting from small sizes and ensuring that only terms that are irreducible with respect to already discovered conjectures are considered. QuickSpec has been successfully applied to generate lemmas for automated inductive theorem proving as well as to generate specifications of functional programs. We give an overview of typical use-cases of QuickSpec, as well as demonstrating how to easily connect it to a theorem prover of the user's choice.

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Cite

@article{arxiv.2109.03721,
  title  = {Conjectures, Tests and Proofs: An Overview of Theory Exploration},
  author = {Moa Johansson and Nicholas Smallbone},
  journal= {arXiv preprint arXiv:2109.03721},
  year   = {2021}
}

Comments

In Proceedings VPT 2021, arXiv:2109.02001