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Diff for: ‎LICENSE

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MIT License
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Copyright (c) 2020 Vijay Prakash Dwivedi, Chaitanya K. Joshi, Thomas Laurent, Yoshua Bengio, Xavier Bresson
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Copyright (c) 2022 Vijay Prakash Dwivedi, Chaitanya K. Joshi, Anh Tuan Luu, Thomas Laurent, Yoshua Bengio, Xavier Bresson
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal

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{
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"residual": true,
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"readout": "sum",
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"n_mlp_GIN": 2,
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"learn_eps_GIN": true,
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"neighbor_aggr_GIN": "sum",
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"model": "GatedGCN",
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"params": {
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"seed": 41,
14+
"epochs": 1000,
15+
"init_lr": 1e-2,
16+
"lr_reduce_factor": 0.5,
17+
"lr_schedule_patience": 25,
18+
"min_lr": 1e-5,
19+
"weight_decay": 5e-4,
20+
"print_epoch_interval": 5,
21+
"max_time": 24
22+
},
23+
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"net_params": {
25+
"L": 4,
26+
"hidden_dim": 78,
27+
"out_dim": 78,
28+
"residual": true,
29+
"readout": "mean",
30+
"in_feat_dropout": 0.0,
31+
"dropout": 0.35,
32+
"batch_norm": true,
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"sage_aggregator": "maxpool"
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}
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}

Diff for: ‎configs/WikiCS_node_classification_MLP_100k.json

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{
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"gpu": {
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"use": true,
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"id": 0
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},
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"model": "MLP",
8+
"dataset": "WikiCS",
9+
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"out_dir": "out/WikiCS_node_classification/",
11+
12+
"params": {
13+
"seed": 41,
14+
"epochs": 1000,
15+
"init_lr": 1e-2,
16+
"lr_reduce_factor": 0.5,
17+
"lr_schedule_patience": 25,
18+
"min_lr": 1e-5,
19+
"weight_decay": 5e-4,
20+
"print_epoch_interval": 5,
21+
"max_time": 24
22+
},
23+
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"net_params": {
25+
"L": 4,
26+
"hidden_dim": 125,
27+
"out_dim": 125,
28+
"readout": "mean",
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"gated": false,
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"in_feat_dropout": 0.0,
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"dropout": 0.35
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}
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}

Diff for: ‎configs/WikiCS_node_classification_MoNet_100k.json

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{
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"gpu": {
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"use": true,
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"id": 0
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},
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"model": "MoNet",
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"dataset": "WikiCS",
9+
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"out_dir": "out/WikiCS_node_classification/",
11+
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"params": {
13+
"seed": 41,
14+
"epochs": 1000,
15+
"init_lr": 1e-2,
16+
"lr_reduce_factor": 0.5,
17+
"lr_schedule_patience": 25,
18+
"min_lr": 1e-5,
19+
"weight_decay": 5e-4,
20+
"print_epoch_interval": 5,
21+
"max_time": 24
22+
},
23+
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"net_params": {
25+
"L": 4,
26+
"hidden_dim": 80,
27+
"out_dim": 80,
28+
"residual": true,
29+
"readout": "mean",
30+
"kernel": 3,
31+
"pseudo_dim_MoNet": 2,
32+
"in_feat_dropout": 0.0,
33+
"dropout": 0.35,
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"batch_norm": true,
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"pos_enc": false
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}
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}

Diff for: ‎configs/WikiCS_node_classification_MoNet_PE_100k.json

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{
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"gpu": {
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"use": true,
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"id": 0
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},
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"model": "MoNet",
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"dataset": "WikiCS",
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"out_dir": "out/WikiCS_node_classification_PE/",
11+
12+
"params": {
13+
"seed": 41,
14+
"epochs": 1000,
15+
"init_lr": 1e-2,
16+
"lr_reduce_factor": 0.5,
17+
"lr_schedule_patience": 25,
18+
"min_lr": 1e-5,
19+
"weight_decay": 5e-4,
20+
"print_epoch_interval": 5,
21+
"max_time": 24
22+
},
23+
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"net_params": {
25+
"L": 4,
26+
"hidden_dim": 80,
27+
"out_dim": 80,
28+
"residual": true,
29+
"readout": "mean",
30+
"kernel": 3,
31+
"pseudo_dim_MoNet": 2,
32+
"in_feat_dropout": 0.0,
33+
"dropout": 0.35,
34+
"batch_norm": true,
35+
"pos_enc": true,
36+
"pos_enc_dim": 20
37+
}
38+
}

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