New Sequence-Independent Lifting Techniques for Cutting Planes 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 interesting properties. We derive a broad set of sufficient conditions under which PC lifting is facet defining. To our knowledge, this is 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 our new lifting techniques atop a number of novel cover cut generation routines, which prove to be effective in experiments with CPLEX.
Cite
@article{arxiv.2401.13773,
title = {New Sequence-Independent Lifting Techniques for Cutting Planes and When They Induce Facets},
author = {Siddharth Prasad and Ellen Vitercik and Maria-Florina Balcan and Tuomas Sandholm},
journal= {arXiv preprint arXiv:2401.13773},
year = {2024}
}