Article Source

• How to use edge features in Graph Neural Networks

How to use edge features in Graph Neural Networks

Papers

Edge types

• Modeling Relational Data with Graph Convolutional Network (https://arxiv.org/pdf/1703.06103.pdf)
• GNN-FiLM: Graph Neural Networks with Feature-wise Linear Modulation (https://arxiv.org/pdf/1906.12192.pdf)

Multidim. edge features

• Neural Message Passing for Quantum Chemistry (https://arxiv.org/pdf/1704.01212.pdf)
• Principal Neighbourhood Aggregation for Graph Nets (https://arxiv.org/pdf/2004.05718.pdf)
• Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties (https://journals.aps.org/prl/abstract/10.1103/PhysRevLett.120.145301)

Edge feature embeddings

• NENN: Incorporate Node and Edge Features in Graph Neural Networks (http://proceedings.mlr.press/v129/yang20a.html)
• Exploiting Edge Features in Graph Neural Networks (https://arxiv.org/pdf/1809.02709.pdf)

In this video I talk about edge weights, edge types and edge features and how to include them in Graph Neural Networks. :)