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.
Neural Information Processing Systems
Feb-10-2026, 20:45:59 GMT
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