Better Answers to Real Questions
Marek Kosta, Thomas Sturm, Andreas Dolzmann

TL;DR
This paper improves extended quantifier elimination over the reals by introducing a post-processing step that converts answers into standard real numbers, enhancing interpretability and practical usefulness.
Contribution
It presents a novel post-processing method that transforms answers from extended quantifier elimination into standard real numbers, making results more accessible.
Findings
Enhanced interpretability of solutions with standard real numbers
Significant improvement in result quality demonstrated on literature examples
Successful application in science and engineering problems
Abstract
We consider existential problems over the reals. Extended quantifier elimination generalizes the concept of regular quantifier elimination by providing in addition answers, which are descriptions of possible assignments for the quantified variables. Implementations of extended quantifier elimination via virtual substitution have been successfully applied to various problems in science and engineering. So far, the answers produced by these implementations included infinitesimal and infinite numbers, which are hard to interpret in practice. We introduce here a post-processing procedure to convert, for fixed parameters, all answers into standard real numbers. The relevance of our procedure is demonstrated by application of our implementation to various examples from the literature, where it significantly improves the quality of the results.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsNumerical Methods and Algorithms · Reservoir Engineering and Simulation Methods · Computability, Logic, AI Algorithms
