← authors · overview

• Inductive Representation Learning on Large Graphs
  2017 · 4544 citations
• Hierarchical Graph Representation Learning with Differentiable Pooling
  2018 · 844 citations
• GNNExplainer: Generating Explanations for Graph Neural Networks
  2019 · 699 citations
• How Powerful are Graph Neural Networks?
  2018 · 386 citations
• ROLAND: Graph Learning Framework for Dynamic Graphs
  2022 · 150 citations
• Identity-aware Graph Neural Networks
  2021 · 135 citations
• Graph Information Bottleneck
  2020 · 96 citations
• Position-aware Graph Neural Networks
  2019 · 89 citations
• Multi-hop Attention Graph Neural Network
  2020 · 35 citations
• Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems
  2019 · 25 citations
• When Do Graph Neural Networks Help with Node Classification? Investigating the Impact of Homophily Principle on Node Distinguishability
  2023 · 12 citations
• GNNAutoScale: Scalable and Expressive Graph Neural Networks via Historical Embeddings
  2021 · 11 citations
• Redundancy-Free Computation Graphs for Graph Neural Networks
  2019 · 9 citations
• Learning Efficient Positional Encodings with Graph Neural Networks
  2025 · 1 citations
• Relational Graph Transformer
  2025