├── .gitignore ├── GradBERT ├── README.md ├── ogbn-arxiv │ ├── .gitignore │ ├── README.md │ ├── RevGAT-ori │ │ ├── .gitignore │ │ ├── LICENSE │ │ ├── README.md │ │ ├── deepgcn_env_install.sh │ │ ├── eff_gcn_modules │ │ │ └── rev │ │ │ │ ├── __init__.py │ │ │ │ ├── gcn_revop.py │ │ │ │ ├── memgcn.py │ │ │ │ └── rev_layer.py │ │ ├── examples │ │ │ ├── modelnet_cls │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── architecture.py │ │ │ │ ├── config.py │ │ │ │ ├── data.py │ │ │ │ └── main.py │ │ │ ├── ogb │ │ │ │ ├── README.md │ │ │ │ ├── ogbg_mol │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── test.py │ │ │ │ ├── ogbg_ppa │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── test.py │ │ │ │ ├── ogbl_collab │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── test.py │ │ │ │ ├── ogbn_arxiv │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── test.py │ │ │ │ ├── ogbn_products │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── test.py │ │ │ │ └── ogbn_proteins │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── dataset.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model.py │ │ │ │ │ └── test.py │ │ │ ├── ogb_eff │ │ │ │ ├── ogbn_arxiv_dgl │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── loss.py │ │ │ │ │ ├── main.py │ │ │ │ │ └── model_rev.py │ │ │ │ └── ogbn_proteins │ │ │ │ │ ├── README.md │ │ │ │ │ ├── __init__.py │ │ │ │ │ ├── args.py │ │ │ │ │ ├── dataset.py │ │ │ │ │ ├── main.py │ │ │ │ │ ├── model_rev.py │ │ │ │ │ └── test.py │ │ │ ├── part_sem_seg │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── architecture.py │ │ │ │ ├── config.py │ │ │ │ ├── data.py │ │ │ │ ├── eval.py │ │ │ │ ├── main.py │ │ │ │ └── visualize.py │ │ │ ├── ppi │ │ │ │ ├── README.md │ │ │ │ ├── architecture.py │ │ │ │ ├── main.py │ │ │ │ └── opt.py │ │ │ ├── sem_seg_dense │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── architecture.py │ │ │ │ ├── config.py │ │ │ │ ├── test.py │ │ │ │ └── train.py │ │ │ └── sem_seg_sparse │ │ │ │ ├── README.md │ │ │ │ ├── __init__.py │ │ │ │ ├── architecture.py │ │ │ │ ├── config.py │ │ │ │ ├── test.py │ │ │ │ └── train.py │ │ ├── gcn_lib │ │ │ ├── __init__.py │ │ │ ├── dense │ │ │ │ ├── __init__.py │ │ │ │ ├── torch_edge.py │ │ │ │ ├── torch_nn.py │ │ │ │ └── torch_vertex.py │ │ │ └── sparse │ │ │ │ ├── __init__.py │ │ │ │ ├── torch_edge.py │ │ │ │ ├── torch_message.py │ │ │ │ ├── torch_nn.py │ │ │ │ └── torch_vertex.py │ │ ├── gradbert_RevGAT_ogbnarxiv.sh │ │ ├── misc │ │ │ ├── deeper_gcn_intro.png │ │ │ ├── deeper_power_mean.png │ │ │ ├── deeper_softmax.png │ │ │ ├── intro.png │ │ │ ├── modelnet_cls.png │ │ │ ├── part_sem_seg.png │ │ │ ├── pipeline.png │ │ │ ├── ppi.png │ │ │ └── sem_seg_s3dis.png │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── ckpt_util.py │ │ │ ├── data_util.py │ │ │ ├── logger.py │ │ │ ├── loss.py │ │ │ ├── metrics.py │ │ │ ├── optim.py │ │ │ ├── pc_viz.py │ │ │ └── tf_logger.py │ ├── __pycache__ │ │ └── logger.cpython-37.pyc │ ├── gradbert_mlp.sh │ ├── gradbert_sage.sh │ ├── logger.py │ ├── mlp.py │ └── sage_gnn.py └── ogbn-products │ ├── .gitignore │ ├── README.md │ ├── SAGN_with_SLE │ ├── .gitignore │ ├── LICENSE │ ├── README.md │ ├── Runexp_SAGN_SLE_ogbnproducts.sh │ ├── Runexp_SAGN_SLE_ogbnproducts_morestages.sh │ ├── Runexp_SCR_SAGN_SLE_ogbnproducts.sh │ ├── Runexp_postprocess_CnS.sh │ ├── scripts │ │ ├── cora │ │ │ └── train_cora_sagn_use_labels.sh │ │ ├── flickr │ │ │ └── train_flickr_sagn.sh │ │ ├── ogbn-mag │ │ │ ├── train_ogbn_mag_sagn.sh │ │ │ └── train_ogbn_mag_sagn_TransE.sh │ │ ├── ogbn-papers100M │ │ │ ├── train_ogbn_papers100M_sagn_no_labels.sh │ │ │ └── train_ogbn_papers100M_sagn_use_label.sh │ │ ├── ogbn-products │ │ │ ├── postprocess_ogbn_products_sagn_use_labels.sh │ │ │ ├── train_ogbn_products_mlp_no_labels.sh │ │ │ ├── train_ogbn_products_mlp_use_labels.sh │ │ │ ├── train_ogbn_products_sagn_no_features.sh │ │ │ ├── train_ogbn_products_sagn_no_labels.sh │ │ │ ├── train_ogbn_products_sagn_use_labels.sh │ │ │ ├── train_ogbn_products_sagn_use_labels_morestages.sh │ │ │ ├── train_ogbn_products_sign_no_labels.sh │ │ │ ├── train_ogbn_products_sign_use_labels.sh │ │ │ ├── train_ogbn_products_simple_sagn_exponent_no_labels.sh │ │ │ ├── train_ogbn_products_simple_sagn_exponent_use_labels.sh │ │ │ ├── train_ogbn_products_simple_sagn_uniform_no_labels.sh │ │ │ └── train_ogbn_products_simple_sagn_uniform_use_labels.sh │ │ ├── ppi │ │ │ └── train_ppi_sagn.sh │ │ ├── ppi_large │ │ │ └── train_ppi_large_sagn.sh │ │ ├── reddit │ │ │ └── train_reddit_sagn.sh │ │ └── yelp │ │ │ └── train_yelp_sagn.sh │ └── src │ │ ├── dataset.py │ │ ├── gen_models.py │ │ ├── layers.py │ │ ├── models.py │ │ ├── post_process.py │ │ ├── pre_process.py │ │ ├── sagn.py │ │ ├── sagn_scr.py │ │ ├── train_process.py │ │ └── utils.py │ ├── __pycache__ │ └── logger.cpython-37.pyc │ ├── gradbert_giant_sage.sh │ ├── gradbert_mlp.sh │ ├── graph_saint.py │ ├── graph_saint_reg.py │ ├── logger.py │ └── mlp.py ├── GradMLP ├── .gitignore ├── LICENSE ├── README.md ├── assets │ └── Grad.png ├── data_preprocess.py ├── dataloader.py ├── experiments │ ├── a-computer_gradmlp.sh │ ├── a-computer_gradmlp_kd.sh │ ├── a-photo_gradmlp.sh │ ├── a-photo_gradmlp_kd.sh │ ├── citeseer_gradmlp.sh │ ├── citeseer_gradmlp_kd.sh │ ├── cora_gradmlp.sh │ ├── cora_gradmlp_kd.sh │ ├── glnn_cpf.sh │ ├── pubmed_gradmlp.sh │ └── pubmed_gradmlp_kd.sh ├── models.py ├── prepare_env.sh ├── requirements.txt ├── train.conf.yaml ├── train_and_eval.py ├── train_student.py ├── train_student_grad.py ├── train_teacher.py └── utils.py 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