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Reply to: Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set


Feb 03, 2023
Martin J. A. Schuetz, J. Kyle Brubaker, Helmut G. Katzgraber

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* Nature Machine Intelligence 5, 32 (2023) 
* Manuscript: 3 pages, 2 figures 

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Optimization of Robot Trajectory Planning with Nature-Inspired and Hybrid Quantum Algorithms


Jun 08, 2022
Martin J. A. Schuetz, J. Kyle Brubaker, Henry Montagu, Yannick van Dijk, Johannes Klepsch, Philipp Ross, Andre Luckow, Mauricio G. C. Resende, Helmut G. Katzgraber

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* 17 pages, 6 figures 

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Graph Coloring with Physics-Inspired Graph Neural Networks


Feb 03, 2022
Martin J. A. Schuetz, J. Kyle Brubaker, Zhihuai Zhu, Helmut G. Katzgraber

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* Manuscript: 8 pages, 4 figures, 2 tables. Supplemental Material: 1 page, 2 tables 

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Combinatorial Optimization with Physics-Inspired Graph Neural Networks


Jul 02, 2021
Martin J. A. Schuetz, J. Kyle Brubaker, Helmut G. Katzgraber

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* Manuscript: 13 pages, 5 figures, 1 table. Supplemental Material: 1 page, 1 table 

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