Graph coloring with physics-inspired graph neural networks
Schuetz, Martin J. A., Brubaker, J. Kyle, Zhu, Zhihuai, Katzgraber, Helmut G.
Published in Physical review research (01.11.2022)
Published in Physical review research (01.11.2022)
Get full text
Journal Article
Designing quantum annealing schedules using Bayesian optimization
Finžgar, Jernej Rudi, Schuetz, Martin J. A., Brubaker, J. Kyle, Nishimori, Hidetoshi, Katzgraber, Helmut G.
Published in Physical review research (01.04.2024)
Published in Physical review research (01.04.2024)
Get full text
Journal Article
Graph Coloring with Physics-Inspired Graph Neural Networks
Schuetz, Martin J A, Brubaker, J Kyle, Zhu, Zhihuai, Katzgraber, Helmut G
Published in arXiv.org (23.11.2022)
Published in arXiv.org (23.11.2022)
Get full text
Paper
Journal Article
Designing Quantum Annealing Schedules using Bayesian Optimization
Jernej Rudi Finžgar, Schuetz, Martin J A, Brubaker, J Kyle, Nishimori, Hidetoshi, Katzgraber, Helmut G
Published in arXiv.org (22.05.2023)
Published in arXiv.org (22.05.2023)
Get full text
Paper
Journal Article
Combinatorial Optimization with Physics-Inspired Graph Neural Networks
Get full text
Paper
Journal Article
Explainable AI using expressive Boolean formulas
Rosenberg, Gili, Brubaker, J Kyle, Schuetz, Martin J A, Salton, Grant, Zhu, Zhihuai, Zhu, Elton Yechao, Kadıoğlu, Serdar, Borujeni, Sima E, Katzgraber, Helmut G
Published in arXiv.org (06.06.2023)
Published in arXiv.org (06.06.2023)
Get full text
Paper
Journal Article
Combinatorial optimization with physics-inspired graph neural networks
Schuetz, Martin J. A., Brubaker, J. Kyle, Katzgraber, Helmut G.
Published in Nature machine intelligence (01.04.2022)
Published in Nature machine intelligence (01.04.2022)
Get full text
Journal Article
Optimization of Robot Trajectory Planning with Nature-Inspired and Hybrid Quantum Algorithms
Schuetz, Martin J A, Brubaker, J Kyle, Montagu, Henry, Yannick van Dijk, Klepsch, Johannes, Ross, Philipp, Luckow, Andre, Resende, Mauricio G C, Katzgraber, Helmut G
Published in arXiv.org (08.06.2022)
Published in arXiv.org (08.06.2022)
Get full text
Paper
Journal Article
Reply to: Modern graph neural networks do worse than classical greedy algorithms in solving combinatorial optimization problems like maximum independent set
Schuetz, Martin J. A., Brubaker, J. Kyle, Katzgraber, Helmut G.
Published in Nature machine intelligence (01.01.2023)
Published in Nature machine intelligence (01.01.2023)
Get full text
Journal Article