graph-representation-learning topic

List graph-representation-learning repositories

MixHop-and-N-GCN

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An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).

CompGCN

580
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107
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ICLR 2020: Composition-Based Multi-Relational Graph Convolutional Networks

gnn-lspe

223
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Source code for GNN-LSPE (Graph Neural Networks with Learnable Structural and Positional Representations), ICLR 2022

learning-tsp

193
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Code for the paper 'Learning TSP Requires Rethinking Generalization' (CP 2021)

Graph-Transformer

625
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77
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Universal Graph Transformer Self-Attention Networks (TheWebConf WWW 2022) (Pytorch and Tensorflow)

graph-based-deep-learning-literature

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links to conference publications in graph-based deep learning

graph_nets

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223
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PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.

efficient-gnns

526
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Code and resources on scalable and efficient Graph Neural Networks

pyHGT

745
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161
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Code for "Heterogeneous Graph Transformer" (WWW'20), which is based on pytorch_geometric

GPT-GNN

474
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Code for KDD'20 "Generative Pre-Training of Graph Neural Networks"