├── Graph_Classification ├── .ipynb_checkpoints │ └── graphsn_graph_classification-checkpoint.ipynb ├── __pycache__ │ ├── data_reader.cpython-36.pyc │ ├── graph_data.cpython-36.pyc │ ├── layers.cpython-36.pyc │ └── models.cpython-36.pyc ├── data │ ├── BZR │ │ ├── BZR_A.txt │ │ ├── BZR_graph_indicator.txt │ │ ├── BZR_graph_labels.txt │ │ ├── BZR_node_attributes.txt │ │ ├── BZR_node_labels.txt │ │ └── README.txt │ ├── COX2 │ │ ├── COX2_A.txt │ │ ├── COX2_graph_indicator.txt │ │ ├── COX2_graph_labels.txt │ │ ├── COX2_node_attributes.txt │ │ ├── COX2_node_labels.txt │ │ └── README.txt │ ├── DD │ │ ├── DD_A.txt │ │ ├── DD_graph_indicator.txt │ │ ├── DD_graph_labels.txt │ │ ├── DD_node_labels.txt │ │ └── README.txt │ ├── MUTAG │ │ ├── MUTAG_A.txt │ │ ├── MUTAG_edge_labels.txt │ │ ├── MUTAG_graph_indicator.txt │ │ ├── MUTAG_graph_labels.txt │ │ ├── MUTAG_node_labels.txt │ │ ├── README.txt │ │ └── fold_idx │ │ │ ├── folds │ │ │ ├── test_idx-0.txt │ │ │ ├── test_idx-1.txt │ │ │ ├── test_idx-2.txt │ │ │ ├── test_idx-3.txt │ │ │ ├── test_idx-4.txt │ │ │ ├── test_idx-5.txt │ │ │ ├── test_idx-6.txt │ │ │ ├── test_idx-7.txt │ │ │ ├── test_idx-8.txt │ │ │ ├── test_idx-9.txt │ │ │ ├── train_idx-0.txt │ │ │ ├── train_idx-1.txt │ │ │ ├── train_idx-2.txt │ │ │ ├── train_idx-3.txt │ │ │ ├── train_idx-4.txt │ │ │ ├── train_idx-5.txt │ │ │ ├── train_idx-6.txt │ │ │ ├── train_idx-7.txt │ │ │ ├── train_idx-8.txt │ │ │ └── train_idx-9.txt │ │ │ ├── test_idx-0.txt │ │ │ ├── test_idx-1.txt │ │ │ ├── test_idx-2.txt │ │ │ ├── test_idx-3.txt │ │ │ ├── test_idx-4.txt │ │ │ ├── test_idx-5.txt │ │ │ ├── test_idx-6.txt │ │ │ ├── test_idx-7.txt │ │ │ ├── test_idx-8.txt │ │ │ ├── test_idx-9.txt │ │ │ ├── train_idx-0.txt │ │ │ ├── train_idx-1.txt │ │ │ ├── train_idx-2.txt │ │ │ ├── train_idx-3.txt │ │ │ ├── train_idx-4.txt │ │ │ ├── train_idx-5.txt │ │ │ ├── train_idx-6.txt │ │ │ ├── train_idx-7.txt │ │ │ ├── train_idx-8.txt │ │ │ └── train_idx-9.txt │ ├── PROTEINS │ │ ├── PROTEINS_A.txt │ │ ├── PROTEINS_graph_indicator.txt │ │ ├── PROTEINS_graph_labels.txt │ │ ├── PROTEINS_node_attributes.txt │ │ ├── PROTEINS_node_labels.txt │ │ ├── README.txt │ │ ├── README.txt~ │ │ └── fold_idx │ │ │ ├── test_idx-0.txt │ │ │ ├── test_idx-1.txt │ │ │ ├── test_idx-2.txt │ │ │ ├── test_idx-3.txt │ │ │ ├── test_idx-4.txt │ │ │ ├── test_idx-5.txt │ │ │ ├── test_idx-6.txt │ │ │ ├── test_idx-7.txt │ │ │ ├── test_idx-8.txt │ │ │ ├── test_idx-9.txt │ │ │ ├── train_idx-0.txt │ │ │ ├── train_idx-1.txt │ │ │ ├── train_idx-2.txt │ │ │ ├── train_idx-3.txt │ │ │ ├── train_idx-4.txt │ │ │ ├── train_idx-5.txt │ │ │ ├── train_idx-6.txt │ │ │ ├── train_idx-7.txt │ │ │ ├── train_idx-8.txt │ │ │ └── train_idx-9.txt │ └── PTC_MR │ │ ├── PTC_MR_A.txt │ │ ├── PTC_MR_edge_labels.txt │ │ ├── PTC_MR_graph_indicator.txt │ │ ├── PTC_MR_graph_labels.txt │ │ ├── PTC_MR_node_labels.txt │ │ ├── README.txt │ │ └── fold_idx │ │ ├── folds │ │ ├── test_idx-0.txt │ │ ├── test_idx-1.txt │ │ ├── test_idx-2.txt │ │ ├── test_idx-3.txt │ │ ├── test_idx-4.txt │ │ ├── test_idx-5.txt │ │ ├── test_idx-6.txt │ │ ├── test_idx-7.txt │ │ ├── test_idx-8.txt │ │ ├── test_idx-9.txt │ │ ├── train_idx-0.txt │ │ ├── train_idx-1.txt │ │ ├── train_idx-2.txt │ │ ├── train_idx-3.txt │ │ ├── train_idx-4.txt │ │ ├── train_idx-5.txt │ │ ├── train_idx-6.txt │ │ ├── train_idx-7.txt │ │ ├── train_idx-8.txt │ │ └── train_idx-9.txt │ │ ├── test_idx-0.txt │ │ ├── test_idx-1.txt │ │ ├── test_idx-2.txt │ │ ├── test_idx-3.txt │ │ ├── test_idx-4.txt │ │ ├── test_idx-5.txt │ │ ├── test_idx-6.txt │ │ ├── test_idx-7.txt │ │ ├── test_idx-8.txt │ │ ├── test_idx-9.txt │ │ ├── train_idx-0.txt │ │ ├── train_idx-1.txt │ │ ├── train_idx-2.txt │ │ ├── train_idx-3.txt │ │ ├── train_idx-4.txt │ │ ├── train_idx-5.txt │ │ ├── train_idx-6.txt │ │ ├── train_idx-7.txt │ │ ├── train_idx-8.txt │ │ └── train_idx-9.txt ├── data_reader.py ├── data_splits │ ├── CHEMICAL │ │ ├── DD_splits.json │ │ ├── ENZYMES_splits.json │ │ ├── NCI1_splits.json │ │ └── PROTEINS_full_splits.json │ ├── COLLABORATIVE_1 │ │ ├── COLLAB_splits.json │ │ ├── IMDB-BINARY_splits.json │ │ ├── IMDB-MULTI_splits.json │ │ ├── REDDIT-BINARY_splits.json │ │ └── REDDIT-MULTI-5K_splits.json │ └── COLLABORATIVE_DEGREE │ │ ├── COLLAB_splits.json │ │ ├── IMDB-BINARY_splits.json │ │ ├── IMDB-MULTI_splits.json │ │ ├── REDDIT-BINARY_splits.json │ │ └── REDDIT-MULTI-5K_splits.json ├── graph_data.py ├── graphsn_graph_classification.ipynb ├── layers.py └── models.py ├── LICENSE ├── Node_Classification ├── 1.GraphSN_GCN │ ├── citeseer │ │ ├── .ipynb_checkpoints │ │ │ └── graphsn_standard_splits_node_classification-checkpoint.ipynb │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── dataset_utils.cpython-36.pyc │ │ │ ├── layers.cpython-36.pyc │ │ │ ├── models.cpython-36.pyc │ │ │ └── utils.cpython-36.pyc │ │ ├── data │ │ │ ├── citeseer │ │ │ │ └── citeseer │ │ │ │ │ ├── processed │ │ │ │ │ ├── data.pt │ │ │ │ │ ├── pre_filter.pt │ │ │ │ │ └── pre_transform.pt │ │ │ │ │ └── raw │ │ │ │ │ ├── ind.citeseer.allx │ │ │ │ │ ├── ind.citeseer.ally │ │ │ │ │ ├── ind.citeseer.graph │ │ │ │ │ ├── ind.citeseer.test.index │ │ │ │ │ ├── ind.citeseer.tx │ │ │ │ │ ├── ind.citeseer.ty │ │ │ │ │ ├── ind.citeseer.x │ │ │ │ │ └── ind.citeseer.y │ │ │ ├── cora │ │ │ │ └── cora │ │ │ │ │ ├── processed │ │ │ │ │ ├── data.pt │ │ │ │ │ ├── pre_filter.pt │ │ │ │ │ └── pre_transform.pt │ │ │ │ │ └── raw │ │ │ │ │ ├── ind.cora.allx │ │ │ │ │ ├── ind.cora.ally │ │ │ │ │ ├── ind.cora.graph │ │ │ │ │ ├── ind.cora.test.index │ │ │ │ │ ├── ind.cora.tx │ │ │ │ │ ├── ind.cora.ty │ │ │ │ │ ├── ind.cora.x │ │ │ │ │ └── ind.cora.y │ │ │ ├── ind.citeseer.allx │ │ │ ├── ind.citeseer.ally │ │ │ ├── ind.citeseer.graph │ │ │ ├── ind.citeseer.test.index │ │ │ ├── ind.citeseer.tx │ │ │ ├── ind.citeseer.ty │ │ │ ├── ind.citeseer.x │ │ │ ├── ind.citeseer.y │ │ │ ├── ind.cora.allx │ │ │ ├── ind.cora.ally │ │ │ ├── ind.cora.graph │ │ │ ├── ind.cora.test.index │ │ │ ├── ind.cora.tx │ │ │ ├── ind.cora.ty │ │ │ ├── ind.cora.x │ │ │ ├── ind.cora.y │ │ │ ├── ind.pubmed.allx │ │ │ ├── ind.pubmed.ally │ │ │ ├── ind.pubmed.graph │ │ │ ├── ind.pubmed.test.index │ │ │ ├── ind.pubmed.tx │ │ │ ├── ind.pubmed.ty │ │ │ ├── ind.pubmed.x │ │ │ ├── ind.pubmed.y │ │ │ ├── trans.citeseer.graph │ │ │ ├── trans.citeseer.tx │ │ │ ├── trans.citeseer.ty │ │ │ ├── trans.citeseer.x │ │ │ ├── trans.citeseer.y │ │ │ ├── trans.cora.graph │ │ │ ├── trans.cora.tx │ │ │ ├── trans.cora.ty │ │ │ ├── trans.cora.x │ │ │ ├── trans.cora.y │ │ │ ├── trans.pubmed.graph │ │ │ ├── trans.pubmed.tx │ │ │ ├── trans.pubmed.ty │ │ │ ├── trans.pubmed.x │ │ │ └── trans.pubmed.y │ │ ├── dataset_utils.py │ │ ├── graphsn_standard_splits_node_classification.ipynb │ │ ├── layers.py │ │ ├── models.py │ │ ├── splits │ │ │ ├── citeseer_split_0.6_0.2_0.npz │ │ │ ├── citeseer_split_0.6_0.2_1.npz │ │ │ ├── citeseer_split_0.6_0.2_2.npz │ │ │ ├── citeseer_split_0.6_0.2_3.npz │ │ │ ├── citeseer_split_0.6_0.2_4.npz │ │ │ ├── citeseer_split_0.6_0.2_5.npz │ │ │ ├── citeseer_split_0.6_0.2_6.npz │ │ │ ├── citeseer_split_0.6_0.2_7.npz │ │ │ ├── citeseer_split_0.6_0.2_8.npz │ │ │ ├── citeseer_split_0.6_0.2_9.npz │ │ │ ├── cora_split_0.6_0.2_0.npz │ │ │ ├── cora_split_0.6_0.2_1.npz │ │ │ ├── cora_split_0.6_0.2_2.npz │ │ │ ├── cora_split_0.6_0.2_3.npz │ │ │ ├── cora_split_0.6_0.2_4.npz │ │ │ ├── cora_split_0.6_0.2_5.npz │ │ │ ├── cora_split_0.6_0.2_6.npz │ │ │ ├── cora_split_0.6_0.2_7.npz │ │ │ ├── cora_split_0.6_0.2_8.npz │ │ │ ├── cora_split_0.6_0.2_9.npz │ │ │ ├── pubmed_split_0.6_0.2_0.npz │ │ │ ├── pubmed_split_0.6_0.2_1.npz │ │ │ ├── pubmed_split_0.6_0.2_2.npz │ │ │ ├── pubmed_split_0.6_0.2_3.npz │ │ │ ├── pubmed_split_0.6_0.2_4.npz │ │ │ ├── pubmed_split_0.6_0.2_5.npz │ │ │ ├── pubmed_split_0.6_0.2_6.npz │ │ │ ├── pubmed_split_0.6_0.2_7.npz │ │ │ ├── pubmed_split_0.6_0.2_8.npz │ │ │ └── pubmed_split_0.6_0.2_9.npz │ │ └── utils.py │ └── cora │ │ ├── .ipynb_checkpoints │ │ ├── graphsn_random_splits_node_classification-checkpoint.ipynb │ │ └── graphsn_standard_splits_node_classification-checkpoint.ipynb │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── dataset_utils.cpython-36.pyc │ │ ├── layers.cpython-36.pyc │ │ ├── models.cpython-36.pyc │ │ └── utils.cpython-36.pyc │ │ ├── data │ │ ├── citeseer │ │ │ └── citeseer │ │ │ │ ├── processed │ │ │ │ ├── data.pt │ │ │ │ ├── pre_filter.pt │ │ │ │ └── pre_transform.pt │ │ │ │ └── raw │ │ │ │ ├── ind.citeseer.allx │ │ │ │ ├── ind.citeseer.ally │ │ │ │ ├── ind.citeseer.graph │ │ │ │ ├── ind.citeseer.test.index │ │ │ │ ├── ind.citeseer.tx │ │ │ │ ├── ind.citeseer.ty │ │ │ │ ├── ind.citeseer.x │ │ │ │ └── ind.citeseer.y │ │ ├── cora │ │ │ └── cora │ │ │ │ ├── processed │ │ │ │ ├── data.pt │ │ │ │ ├── pre_filter.pt │ │ │ │ └── pre_transform.pt │ │ │ │ └── raw │ │ │ │ ├── ind.cora.allx │ │ │ │ ├── ind.cora.ally │ │ │ │ ├── ind.cora.graph │ │ │ │ ├── ind.cora.test.index │ │ │ │ ├── ind.cora.tx │ │ │ │ ├── ind.cora.ty │ │ │ │ ├── ind.cora.x │ │ │ │ └── ind.cora.y │ │ ├── ind.citeseer.allx │ │ ├── ind.citeseer.ally │ │ ├── ind.citeseer.graph │ │ ├── ind.citeseer.test.index │ │ ├── ind.citeseer.tx │ │ ├── ind.citeseer.ty │ │ ├── ind.citeseer.x │ │ ├── ind.citeseer.y │ │ ├── ind.cora.allx │ │ ├── ind.cora.ally │ │ ├── ind.cora.graph │ │ ├── ind.cora.test.index │ │ ├── ind.cora.tx │ │ ├── ind.cora.ty │ │ ├── ind.cora.x │ │ ├── ind.cora.y │ │ ├── ind.pubmed.allx │ │ ├── ind.pubmed.ally │ │ ├── ind.pubmed.graph │ │ ├── ind.pubmed.test.index │ │ ├── ind.pubmed.tx │ │ ├── ind.pubmed.ty │ │ ├── ind.pubmed.x │ │ ├── ind.pubmed.y │ │ ├── trans.citeseer.graph │ │ ├── trans.citeseer.tx │ │ ├── trans.citeseer.ty │ │ ├── trans.citeseer.x │ │ ├── trans.citeseer.y │ │ ├── trans.cora.graph │ │ ├── trans.cora.tx │ │ ├── trans.cora.ty │ │ ├── trans.cora.x │ │ ├── trans.cora.y │ │ ├── trans.pubmed.graph │ │ ├── trans.pubmed.tx │ │ ├── trans.pubmed.ty │ │ ├── trans.pubmed.x │ │ └── trans.pubmed.y │ │ ├── dataset_utils.py │ │ ├── graphsn_random_splits_node_classification.ipynb │ │ ├── graphsn_standard_splits_node_classification.ipynb │ │ ├── layers.py │ │ ├── models.py │ │ └── utils.py ├── 2.GraphSN_GIN │ ├── citeseer │ │ ├── .ipynb_checkpoints │ │ │ └── graphsn_standard_splits_node_classification-checkpoint.ipynb │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── dataset_utils.cpython-36.pyc │ │ │ ├── layers.cpython-36.pyc │ │ │ ├── models.cpython-36.pyc │ │ │ └── utils.cpython-36.pyc │ │ ├── data │ │ │ ├── citeseer │ │ │ │ └── citeseer │ │ │ │ │ ├── processed │ │ │ │ │ ├── data.pt │ │ │ │ │ ├── pre_filter.pt │ │ │ │ │ └── pre_transform.pt │ │ │ │ │ └── raw │ │ │ │ │ ├── ind.citeseer.allx │ │ │ │ │ ├── ind.citeseer.ally │ │ │ │ │ ├── ind.citeseer.graph │ │ │ │ │ ├── ind.citeseer.test.index │ │ │ │ │ ├── ind.citeseer.tx │ │ │ │ │ ├── ind.citeseer.ty │ │ │ │ │ ├── ind.citeseer.x │ │ │ │ │ └── ind.citeseer.y │ │ │ ├── cora │ │ │ │ └── cora │ │ │ │ │ ├── processed │ │ │ │ │ ├── data.pt │ │ │ │ │ ├── pre_filter.pt │ │ │ │ │ └── pre_transform.pt │ │ │ │ │ └── raw │ │ │ │ │ ├── ind.cora.allx │ │ │ │ │ ├── ind.cora.ally │ │ │ │ │ ├── ind.cora.graph │ │ │ │ │ ├── ind.cora.test.index │ │ │ │ │ ├── ind.cora.tx │ │ │ │ │ ├── ind.cora.ty │ │ │ │ │ ├── ind.cora.x │ │ │ │ │ └── ind.cora.y │ │ │ ├── ind.citeseer.allx │ │ │ ├── ind.citeseer.ally │ │ │ ├── ind.citeseer.graph │ │ │ ├── ind.citeseer.test.index │ │ │ ├── ind.citeseer.tx │ │ │ ├── ind.citeseer.ty │ │ │ ├── ind.citeseer.x │ │ │ ├── ind.citeseer.y │ │ │ ├── ind.cora.allx │ │ │ ├── ind.cora.ally │ │ │ ├── ind.cora.graph │ │ │ ├── ind.cora.test.index │ │ │ ├── ind.cora.tx │ │ │ ├── ind.cora.ty │ │ │ ├── ind.cora.x │ │ │ ├── ind.cora.y │ │ │ ├── ind.pubmed.allx │ │ │ ├── ind.pubmed.ally │ │ │ ├── ind.pubmed.graph │ │ │ ├── ind.pubmed.test.index │ │ │ ├── ind.pubmed.tx │ │ │ ├── ind.pubmed.ty │ │ │ ├── ind.pubmed.x │ │ │ ├── ind.pubmed.y │ │ │ ├── trans.citeseer.graph │ │ │ ├── trans.citeseer.tx │ │ │ ├── trans.citeseer.ty │ │ │ ├── trans.citeseer.x │ │ │ ├── trans.citeseer.y │ │ │ ├── trans.cora.graph │ │ │ ├── trans.cora.tx │ │ │ ├── trans.cora.ty │ │ │ ├── trans.cora.x │ │ │ ├── trans.cora.y │ │ │ ├── trans.pubmed.graph │ │ │ ├── trans.pubmed.tx │ │ │ ├── trans.pubmed.ty │ │ │ ├── trans.pubmed.x │ │ │ └── trans.pubmed.y │ │ ├── dataset_utils.py │ │ ├── graphsn_standard_splits_node_classification.ipynb │ │ ├── layers.py │ │ ├── models.py │ │ ├── splits │ │ │ ├── citeseer_split_0.6_0.2_0.npz │ │ │ ├── citeseer_split_0.6_0.2_1.npz │ │ │ ├── citeseer_split_0.6_0.2_2.npz │ │ │ ├── citeseer_split_0.6_0.2_3.npz │ │ │ ├── citeseer_split_0.6_0.2_4.npz │ │ │ ├── citeseer_split_0.6_0.2_5.npz │ │ │ ├── citeseer_split_0.6_0.2_6.npz │ │ │ ├── citeseer_split_0.6_0.2_7.npz │ │ │ ├── citeseer_split_0.6_0.2_8.npz │ │ │ ├── citeseer_split_0.6_0.2_9.npz │ │ │ ├── cora_split_0.6_0.2_0.npz │ │ │ ├── cora_split_0.6_0.2_1.npz │ │ │ ├── cora_split_0.6_0.2_2.npz │ │ │ ├── cora_split_0.6_0.2_3.npz │ │ │ ├── cora_split_0.6_0.2_4.npz │ │ │ ├── cora_split_0.6_0.2_5.npz │ │ │ ├── cora_split_0.6_0.2_6.npz │ │ │ ├── cora_split_0.6_0.2_7.npz │ │ │ ├── cora_split_0.6_0.2_8.npz │ │ │ ├── cora_split_0.6_0.2_9.npz │ │ │ ├── pubmed_split_0.6_0.2_0.npz │ │ │ ├── pubmed_split_0.6_0.2_1.npz │ │ │ ├── pubmed_split_0.6_0.2_2.npz │ │ │ ├── pubmed_split_0.6_0.2_3.npz │ │ │ ├── pubmed_split_0.6_0.2_4.npz │ │ │ ├── pubmed_split_0.6_0.2_5.npz │ │ │ ├── pubmed_split_0.6_0.2_6.npz │ │ │ ├── pubmed_split_0.6_0.2_7.npz │ │ │ ├── pubmed_split_0.6_0.2_8.npz │ │ │ └── pubmed_split_0.6_0.2_9.npz │ │ └── utils.py │ └── cora │ │ ├── .ipynb_checkpoints │ │ ├── graphsn_random_splits_node_classification-checkpoint.ipynb │ │ └── graphsn_standard_splits_node_classification-checkpoint.ipynb │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── dataset_utils.cpython-36.pyc │ │ ├── models.cpython-36.pyc │ │ └── utils.cpython-36.pyc │ │ ├── data │ │ ├── cora │ │ │ └── cora │ │ │ │ ├── processed │ │ │ │ ├── data.pt │ │ │ │ ├── pre_filter.pt │ │ │ │ └── pre_transform.pt │ │ │ │ └── raw │ │ │ │ ├── ind.cora.allx │ │ │ │ ├── ind.cora.ally │ │ │ │ ├── ind.cora.graph │ │ │ │ ├── ind.cora.test.index │ │ │ │ ├── ind.cora.tx │ │ │ │ ├── ind.cora.ty │ │ │ │ ├── ind.cora.x │ │ │ │ └── ind.cora.y │ │ ├── ind.citeseer.allx │ │ ├── ind.citeseer.ally │ │ ├── ind.citeseer.graph │ │ ├── ind.citeseer.test.index │ │ ├── ind.citeseer.tx │ │ ├── ind.citeseer.ty │ │ ├── ind.citeseer.x │ │ ├── ind.citeseer.y │ │ ├── ind.cora.allx │ │ ├── ind.cora.ally │ │ ├── ind.cora.graph │ │ ├── ind.cora.test.index │ │ ├── ind.cora.tx │ │ ├── ind.cora.ty │ │ ├── ind.cora.x │ │ ├── ind.cora.y │ │ ├── ind.pubmed.allx │ │ ├── ind.pubmed.ally │ │ ├── ind.pubmed.graph │ │ ├── ind.pubmed.test.index │ │ ├── ind.pubmed.tx │ │ ├── ind.pubmed.ty │ │ ├── ind.pubmed.x │ │ ├── ind.pubmed.y │ │ ├── trans.citeseer.graph │ │ ├── trans.citeseer.tx │ │ ├── trans.citeseer.ty │ │ ├── trans.citeseer.x │ │ ├── trans.citeseer.y │ │ ├── trans.cora.graph │ │ ├── trans.cora.tx │ │ ├── trans.cora.ty │ │ ├── trans.cora.x │ │ ├── trans.cora.y │ │ ├── trans.pubmed.graph │ │ ├── trans.pubmed.tx │ │ ├── trans.pubmed.ty │ │ ├── trans.pubmed.x │ │ └── trans.pubmed.y │ │ ├── dataset_utils.py │ │ ├── graphsn_random_splits_node_classification.ipynb │ │ ├── graphsn_standard_splits_node_classification.ipynb │ │ ├── models.py │ │ ├── splits │ │ ├── citeseer_split_0.6_0.2_0.npz │ │ ├── citeseer_split_0.6_0.2_1.npz │ │ ├── citeseer_split_0.6_0.2_2.npz │ │ ├── citeseer_split_0.6_0.2_3.npz │ │ ├── citeseer_split_0.6_0.2_4.npz │ │ ├── citeseer_split_0.6_0.2_5.npz │ │ ├── citeseer_split_0.6_0.2_6.npz │ │ ├── citeseer_split_0.6_0.2_7.npz │ │ ├── citeseer_split_0.6_0.2_8.npz │ │ ├── citeseer_split_0.6_0.2_9.npz │ │ ├── cora_split_0.6_0.2_0.npz │ │ ├── cora_split_0.6_0.2_1.npz │ │ ├── cora_split_0.6_0.2_2.npz │ │ ├── cora_split_0.6_0.2_3.npz │ │ ├── cora_split_0.6_0.2_4.npz │ │ ├── cora_split_0.6_0.2_5.npz │ │ ├── cora_split_0.6_0.2_6.npz │ │ ├── cora_split_0.6_0.2_7.npz │ │ ├── cora_split_0.6_0.2_8.npz │ │ ├── cora_split_0.6_0.2_9.npz │ │ ├── pubmed_split_0.6_0.2_0.npz │ │ ├── pubmed_split_0.6_0.2_1.npz │ │ ├── pubmed_split_0.6_0.2_2.npz │ │ ├── pubmed_split_0.6_0.2_3.npz │ │ ├── pubmed_split_0.6_0.2_4.npz │ │ ├── pubmed_split_0.6_0.2_5.npz │ │ ├── pubmed_split_0.6_0.2_6.npz │ │ ├── pubmed_split_0.6_0.2_7.npz │ │ ├── pubmed_split_0.6_0.2_8.npz │ │ └── pubmed_split_0.6_0.2_9.npz │ │ └── utils.py ├── 3.GraphSN_GAT │ ├── .ipynb_checkpoints │ │ └── graphsn_gat-checkpoint.ipynb │ ├── __pycache__ │ │ ├── gat_conv_op.cpython-36.pyc │ │ ├── gat_layer.cpython-36.pyc │ │ └── utils.cpython-36.pyc │ ├── data │ │ ├── ind.citeseer.allx │ │ ├── ind.citeseer.ally │ │ ├── ind.citeseer.graph │ │ ├── ind.citeseer.test.index │ │ ├── ind.citeseer.tx │ │ ├── ind.citeseer.ty │ │ ├── ind.citeseer.x │ │ ├── ind.citeseer.y │ │ ├── ind.cora.allx │ │ ├── ind.cora.ally │ │ ├── ind.cora.graph │ │ ├── ind.cora.test.index │ │ ├── ind.cora.tx │ │ ├── ind.cora.ty │ │ ├── ind.cora.x │ │ ├── ind.cora.y │ │ ├── ind.pubmed.allx │ │ ├── ind.pubmed.ally │ │ ├── ind.pubmed.graph │ │ ├── ind.pubmed.test.index │ │ ├── ind.pubmed.tx │ │ ├── ind.pubmed.ty │ │ ├── ind.pubmed.x │ │ └── ind.pubmed.y │ ├── gat_conv_op.py │ ├── gat_layer.py │ ├── graphsn_gat.ipynb │ └── utils.py └── 4.GraphSN_SAGE │ ├── .ipynb_checkpoints │ └── graphsn_standard_splits_node_classification-checkpoint.ipynb │ ├── __init__.py │ ├── __pycache__ │ ├── aggregators.cpython-36.pyc │ ├── dataset_utils.cpython-36.pyc │ ├── encoders.cpython-36.pyc │ ├── model.cpython-36.pyc │ └── utils.cpython-36.pyc │ ├── aggregators.py │ ├── data │ ├── citeseer │ │ └── citeseer │ │ │ ├── processed │ │ │ ├── data.pt │ │ │ ├── pre_filter.pt │ │ │ └── pre_transform.pt │ │ │ └── raw │ │ │ ├── ind.citeseer.allx │ │ │ ├── ind.citeseer.ally │ │ │ ├── ind.citeseer.graph │ │ │ ├── ind.citeseer.test.index │ │ │ ├── ind.citeseer.tx │ │ │ ├── ind.citeseer.ty │ │ │ ├── ind.citeseer.x │ │ │ └── ind.citeseer.y │ └── cora │ │ └── cora │ │ ├── processed │ │ ├── data.pt │ │ ├── pre_filter.pt │ │ └── pre_transform.pt │ │ └── raw │ │ ├── ind.cora.allx │ │ ├── ind.cora.ally │ │ ├── ind.cora.graph │ │ ├── ind.cora.test.index │ │ ├── ind.cora.tx │ │ ├── ind.cora.ty │ │ ├── ind.cora.x │ │ └── ind.cora.y │ ├── dataset_utils.py │ ├── encoders.py │ ├── graphsn_standard_splits_node_classification.ipynb │ ├── model.py │ └── utils.py ├── OGB_Classification ├── .ipynb_checkpoints │ ├── moltoxcast-checkpoint.ipynb │ └── ogbg_mol-checkpoint.ipynb ├── __pycache__ │ ├── conv.cpython-36.pyc │ ├── conv.cpython-37.pyc │ ├── gnn.cpython-36.pyc │ └── gnn.cpython-37.pyc ├── conv.py ├── gnn.py └── ogbg_mol.ipynb ├── Oversmoothing ├── .ipynb_checkpoints │ └── oversmoothing_standard_splits-checkpoint.ipynb ├── __init__.py ├── __pycache__ │ ├── layers.cpython-36.pyc │ ├── models.cpython-36.pyc │ └── utils.cpython-36.pyc ├── data │ ├── ind.citeseer.allx │ ├── ind.citeseer.ally │ ├── ind.citeseer.graph │ ├── ind.citeseer.test.index │ ├── ind.citeseer.tx │ ├── ind.citeseer.ty │ ├── ind.citeseer.x │ ├── ind.citeseer.y │ ├── ind.cora.allx │ ├── ind.cora.ally │ ├── ind.cora.graph │ ├── ind.cora.test.index │ ├── ind.cora.tx │ ├── ind.cora.ty │ ├── ind.cora.x │ ├── ind.cora.y │ ├── ind.pubmed.allx │ ├── ind.pubmed.ally │ ├── ind.pubmed.graph │ ├── ind.pubmed.test.index │ ├── ind.pubmed.tx │ ├── ind.pubmed.ty │ ├── ind.pubmed.x │ ├── ind.pubmed.y │ ├── trans.citeseer.graph │ ├── trans.citeseer.tx │ ├── trans.citeseer.ty │ ├── trans.citeseer.x │ ├── trans.citeseer.y │ ├── trans.cora.graph │ ├── trans.cora.tx │ ├── trans.cora.ty │ ├── trans.cora.x │ ├── trans.cora.y │ ├── trans.pubmed.graph │ ├── trans.pubmed.tx │ ├── trans.pubmed.ty │ ├── trans.pubmed.x │ └── trans.pubmed.y ├── layers.py ├── models.py ├── oversmoothing_standard_splits.ipynb └── utils.py └── README.md /Graph_Classification/.ipynb_checkpoints/graphsn_graph_classification-checkpoint.ipynb: -------------------------------------------------------------------------------- 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