DirichletEnergyConstrainedLearningforDeep GraphNeuralNetworks

Neural Information Processing Systems 

However,theperformance ofexisting GNNs would decrease significantly when they stack many layers, because of the oversmoothing issue. Node embeddings tend to converge to similar vectors when GNNs keep recursively aggregating the representations ofneighbors.

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