Deep Graph Infomax (DGI)

Paper link: https://arxiv.org/abs/1809.10341
Author's code repo (in Pytorch): https://github.com/PetarV-/DGI

Dependencies

tensorflow 2.1+
requests

pip install tensorflow requests

How to run

Run with following:

python3 train.py --dataset=cora --gpu=0 --self-loop

python3 train.py --dataset=citeseer --gpu=0

python3 train.py --dataset=pubmed --gpu=0

Results

cora: ~81.6 (80.9-82.9) (paper: 82.3)
citeseer: ~70.2 (paper: 71.8)
pubmed: ~77.2 (paper: 76.8)