New Sequence-Independent Lifting Techniques for Cover Inequalities and When They Induce Facets

Abstract

Sequence-independent lifting is a procedure for strengthening valid inequalities of an integer program. We generalize the sequence-independent lifting method of Gu, Nemhauser, and Savelsbergh (GNS lifting) for cover inequalities and correct an error in their proposed generalization. We obtain a new sequence-independent lifting technique---piecewise-constant (PC) lifting---with a number of important properties. We derive a broad set of sufficient conditions under which PC lifting yields facets---the first characterization of facet-defining sequence-independent liftings that are efficiently computable from the underlying cover. Finally, we demonstrate via experiments that PC lifting can be a useful alternative to GNS lifting. We test PC lifting atop a number of novel cover inequality generation routines, which prove to be effective in experiments with CPLEX. PC lifting delivers strong numerical properties making it practically relevant for integer programming solvers.

Cite

Text

Prasad et al. "New Sequence-Independent Lifting Techniques for Cover Inequalities and When They Induce Facets." International Joint Conference on Artificial Intelligence, 2025. doi:10.24963/IJCAI.2025/298

Markdown

[Prasad et al. "New Sequence-Independent Lifting Techniques for Cover Inequalities and When They Induce Facets." International Joint Conference on Artificial Intelligence, 2025.](https://mlanthology.org/ijcai/2025/prasad2025ijcai-new/) doi:10.24963/IJCAI.2025/298

BibTeX

@inproceedings{prasad2025ijcai-new,
  title     = {{New Sequence-Independent Lifting Techniques for Cover Inequalities and When They Induce Facets}},
  author    = {Prasad, Siddharth and Vitercik, Ellen and Balcan, Maria-Florina and Sandholm, Tuomas},
  booktitle = {International Joint Conference on Artificial Intelligence},
  year      = {2025},
  pages     = {2675-2683},
  doi       = {10.24963/IJCAI.2025/298},
  url       = {https://mlanthology.org/ijcai/2025/prasad2025ijcai-new/}
}