Gated Attention Networks (GaAN) Paper link: https://arxiv.org/abs/1803.07294 Author's code repo (in mxnet): https://github.com/jennyzhang0215/GaAN. Dataset Statics Dataset # Nodes # Edges # Classes Cora 2,708 10,556 7 Citeseer 3,327 9,228 6 Pubmed 19,717 88,651 3 Refer to Planetoid. Results TL_BACKEND="tensorflow" python GaAN_trainer.py --dataset cora --n_epoch 200 --lr 0.005 --l2_coef 0.01 --drop_rate 0.1 --heads 8 --v 64 --m 64 TL_BACKEND="tensorflow" python GaAN_trainer.py --dataset citeseer --n_epoch 200 --lr 0.003 --l2_coef 0.005 --drop_rate 0.4 --heads 8 --v 32 --m 32 TL_BACKEND="tensorflow" python GaAN_trainer.py --dataset pubmed --n_epoch 300 --lr 0.005 --l2_coef 0.0005 --drop_rate 0.4 --heads 8 --v 64 --m 64 Dataset GAT(Paper) Our(tf) cora 83.0(±0.7) 79.11(±1.78) citeseer 72.5(±0.7) 68.15(±3.75) pubmed 79.0(±0.3) 77.29(±1.71)