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HyPE-GT: where Graph Transformers meet Hyperbolic Positional Encodings

pipeline

Dependencies

  • Pytorch 1.9.0
  • CUDA 11.1
  • Numpy 1.22.3
  • DGL 0.9.1
  • OGB 1.3.6

Datasets

We perform experiments on the following datasets

  • PATTERN
  • CLUSTER
  • MNIST
  • CIFAR10
  • ogbg-molhiv
  • ogbg-ppa
  • ogbg-molpcba
  • ogbg-code2
  • Amazon Computers
  • Amazon Photo
  • Coauthor CS
  • Coauthor Physics

Model Architecture

HyPE-GT

Usage

To run the codes for ZINC, PATTERN, and CLUSTER

cd hyper-gt-framework

sh run_sbms.sh
sh run_superpixels.sh

To run the codes for OGB graphs

cd ogb_graphs
sh run_molhiv.sh
sh run_ppa.sh
sh run_molpcba.sh
sh run_code2.sh

To run the deep GNNs models

cd hype-deep-gnn
sh run_all.sh

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