Combinatorial optimization with physics-inspired graph neural networks
Martin J. A. Schuetz, J. Kyle Brubaker, Helmut G. Katzgraber
Topics & Concepts
Differentiable functionCombinatorial optimizationQuadratic unconstrained binary optimizationComputer scienceMaximum cutArtificial neural networkOptimization problemMathematical optimizationGraphTheoretical computer scienceMathematicsArtificial intelligenceAlgorithmQuantum computerQuantumQuantum mechanicsPhysicsMathematical analysisQuantum Computing Algorithms and ArchitectureMachine Learning in Materials ScienceAdvanced Graph Neural Networks