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results.sh
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eoch "===================Transductive================================="
echo "Cora Bi-GCN"
python transductive-bigcn.py --dataset Cora
echo "PubMed Bi-GCN"
python transductive-bigcn.py --dataset PubMed
eoch "===================Inductive===================================="
echo "Reddit Bi-indGCN"
# 93.1 ~ 0.2
python inductive-ns-bignn.py --model indGCN --dataset Reddit --binarize
echo "Flickr Bi-indGCN"
# 50.2 ~ 0.4
python inductive-ns-bignn.py --model indGCN --dataset Flickr --batch 1024 --epochs 20 --binarize
echo "Reddit Bi-GraphSAGE"
# 95.3 ~ 0.1
python inductive-ns-bignn.py --model GraphSAGE --dataset Reddit --binarize
echo "Flickr Bi-GraphSAGE"
# 50.2 ~ 0.4
python inductive-ns-bignn.py --model GraphSAGE --dataset Flickr --batch 1024 --hidden 256 --epochs 20 --binarize
echo "Reddit Bi-GraphSAINT"
# 95.7 ~ 0.1
python inductive-gs-bignn.py --dataset Reddit --batch 2000 --walk_length 4 --sample_coverage 50 --epochs 100 --lr 0.003 --hidden 128 --dropout 0.2 --binarize
echo "Flickr Bi-GraphSAINT"
# 50.8 ~ 0.2
python inductive-gs-bignn.py --dataset Flickr --batch 6000 --walk_length 6 --sample_coverage 100 --epochs 50 --lr 0.003 --hidden 256 --dropout 0.4 --binarize