Litcius/Paper detail

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

Maria Chiara Angelini, Federico Ricci‐Tersenghi

2022Nature Machine Intelligence25 citationsDOI

Topics & Concepts

Artificial neural networkSet (abstract data type)Greedy algorithmComputer scienceIndependent setGraphAlgorithmCombinatorial optimizationOptimization problemMathematical optimizationMathematicsTheoretical computer scienceArtificial intelligenceProgramming languageAdvanced Graph Neural NetworksMachine Learning in Materials ScienceMachine Learning and Algorithms