HyPE-GT: where Graph Transformers meet Hyperbolic Positional Encodings
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
- ZINC
- PATTERN
- CLUSTER
- Amazon Computers
- Amazon Photo
- Coauthor CS
- Coauthor Physics
Model Architecture
Usage
To run the codes for ZINC, PATTERN, and CLUSTER
cd hyper-gt-framework
sh run_zinc.sh
sh run_sbms.sh
To run the codes for ogbg-molhiv
cd ogbg-molhiv
sh run_molhiv.sh
To run the deep GNNs models
cd hype-deep-gnn
sh run_all.sh