Code for paper [Connecting Graph Convolutional Networks and Graph-Regularized PCA]
Supported datasets: cora
, citeseer
, pubmed
, arxiv
, products
.
The last two are from OGB datasets. And products
dataset needs --minibatch
option.
Note that --freeze and --nlayer 1 are required for plain GPCA.
python main.py --data arxiv --model GPCANet --nlayer 1 --lr 0.1 --freeze --alpha 20
python main.py --data arxiv --model GPCANet --lr 0.005 --nlayer 3 --alpha 1
python main.py --data arxiv --model GCN --lr 0.005 --nlayer 3
python main.py --data arxiv --model GAT --lr 0.005 --nlayer 3
python main.py --data arxiv --model APPNP --lr 0.005 --nlayer 3
python main.py --data arxiv --model GCN --lr 0.005 --nlayer 3 --init
See scripts
folder.