Litcius/Paper detail

Inability of a graph neural network heuristic to outperform greedy algorithms in solving combinatorial optimization problems

Stefan Boettcher

2022Nature Machine Intelligence20 citationsDOI

Topics & Concepts

HeuristicsHeuristicComputer scienceGreedy algorithmScalabilityArtificial intelligenceGraphVariety (cybernetics)Gradient descentArtificial neural networkMachine learningScheme (mathematics)Mathematical optimizationAlgorithmTheoretical computer scienceMathematicsMathematical analysisOperating systemDatabaseAdvanced Graph Neural NetworksMachine Learning and AlgorithmsGraph Theory and Algorithms