Understanding the Representation Power of Graph Neural Networks in Learning Graph Topology

Nima Dehmamy, Albert-Laszlo Barabasi, Rose Yu

Neural Information Processing Systems 

Without careful design, GCNs can fail miserably even with multiple layers and nonlinear activation functions.

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