GraSS: Combining Graph Neural Networks with Expert Knowledge for SAT Solver Selection

Author:

Zhang Zhanguang1ORCID,Chételat Didier1ORCID,Cotnareanu Joseph2ORCID,Ghose Amur1ORCID,Xiao Wenyi3ORCID,Zhen Hui-Ling3ORCID,Zhang Yingxue1ORCID,Hao Jianye4ORCID,Coates Mark2ORCID,Yuan Mingxuan3ORCID

Affiliation:

1. Huawei Noah's Ark Lab, Montreal, Canada

2. McGill University, Montreal, Canada

3. Huawei Noah's Ark Lab, Hong Kong, China

4. Huawei Noah's Ark Lab, Beijing, China

Publisher

ACM

Reference50 articles.

1. David L. Applegate, Robert E. Bixby, Va?ek Chvátal, and William J. Cook. 2007. The Traveling Salesman Problem: A Computational Study. Princeton University Press.

2. Tomas Balyo Marijn J. H. Heule Markus Iser Matti Järvisalo and Martin Suda. 2022. SAT Competition. https://satcompetition.github.io/2022

3. Armin Biere and Mathias Fleury. 2022. Gimsatul, IsaSAT and Kissat entering the SAT Competition 2022. In Proc. of SAT Competition 2022 - Solver and Benchmark Descriptions (Department of Computer Science Series of Publications B, Vol. B-2022-1), Tomas Balyo, Marijn Heule, Markus Iser, Matti Järvisalo, and Martin Suda (Eds.). University of Helsinki, 10--11.

4. Bernd Bischl, Pascal Kerschke, Lars Kotthoff, Marius Lindauer, Yuri Malitsky, Alexandre Fréchette, Holger Hoos, Frank Hutter, Kevin Leyton-Brown, Kevin Tierney, and Joaquin Vanschoren. 2016. ASlib: A benchmark library for algorithm selection. Artificial Intelligence (2016).

5. Combinatorial optimization and reasoning with graph neural networks;Cappart Quentin;Journal of Machine Learning Research,2023

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