GNN and GCN

1. Graph Attention Networks [ICLR 2017]
2. ATTENTION-BASED GRAPH NEURAL NETWORK FOR SEMI-SUPERVISED LEARNING [ICLR 2018]
3. How Powerful are Graph Neural Networks? [ICLR 2019]
4. MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing [ICML 2019]
5. k-hop Graph Neural Networks
6. Capsule Graph Neural Network [ICLR 2019]
7. Graph Wavelet Neural Network [ICLR 2019]
8. Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks [AAAI 2019]
9. Graph Capsule Convolutional Neural Networks [ICML 2019]
10. Understanding Attention and Generalization in Graph Neural Networks [NIPS 2019] code
11. GMNN: Graph Markov Neural Networks