Projects per year
Abstract
It is well known that reformulating the original problem can be crucial for the performance of mixed-integer programming (MIP) solvers. To ensure correctness, all transformations must preserve the feasibility status and optimal value of the problem, but there is currently no established methodology to express and verify the equivalence of two mixed-integer programs. In this work, we take a first step in this direction by showing how the correctness of MIP presolve reductions on 0–1 integer linear programs can be certified by using (and suitably extending) the VeriPB tool for pseudo-Boolean proof logging. Our experimental evaluation on both decision and optimization instances demonstrates the computational viability of the approach and leads to suggestions for future revisions of the proof format that will help to reduce the verbosity of the certificates and to accelerate the certification and verification process further.
| Original language | English |
|---|---|
| Title of host publication | Integration of Constraint Programming, Artificial Intelligence, and Operations Research |
| Subtitle of host publication | 21st International Conference, CPAIOR 2024, Uppsala, Sweden, May 28–31, 2024, Proceedings, Part I |
| Editors | Bistra Dilkina |
| Publisher | Springer |
| Pages | 310-328 |
| ISBN (Electronic) | 978-3-031-60597-0 |
| ISBN (Print) | 978-3-031-60596-3 |
| DOIs | |
| Publication status | Published - 2024 May 25 |
| Event | 21st International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, CPAIOR 2024 - Uppsala, Sweden Duration: 2024 May 28 → 2024 May 31 |
Publication series
| Name | Lecture Notes in Computer Science |
|---|---|
| Publisher | Springer Cham |
| Volume | 14742 |
| ISSN (Print) | 0302-9743 |
| ISSN (Electronic) | 1611-3349 |
Conference
| Conference | 21st International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research, CPAIOR 2024 |
|---|---|
| Country/Territory | Sweden |
| City | Uppsala |
| Period | 2024/05/28 → 2024/05/31 |
Subject classification (UKÄ)
- Computer Sciences
Fingerprint
Dive into the research topics of 'Certifying MIP-Based Presolve Reductions for 0–1 Integer Linear Programs'. Together they form a unique fingerprint.Projects
- 1 Active
-
Certified Linear Pseudo-Boolean Optimization
Oertel, A. (Researcher), Nordström, J. (Supervisor) & de Rezende, S. (Assistant supervisor)
2021/11/16 → …
Project: Dissertation