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param.yaml
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WikiCS:
learning_rate: 0.01
num_hidden: 256
num_proj_hidden: 256
activation: 'prelu'
base_model: 'GCNConv'
num_layers: 2
drop_edge_rate_1: 0.2
drop_edge_rate_2: 0.3
drop_feature_rate_1: 0.1
drop_feature_rate_2: 0.1
tau: 0.4
num_epochs: 3000
weight_decay: 0.00001
drop_scheme: 'degree'
rand_layers: 4
Cora:
learning_rate: 0.0005
num_hidden: 512
num_proj_hidden: 512
activation: 'relu'
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.4
drop_edge_rate_1: 0.4
drop_edge_rate_2: 0.4
drop_feature_rate_1: 0.5
drop_feature_rate_2: 0.5
tau: 0.4
num_epochs: 500
weight_decay: 0.00001
drop_scheme: 'degree'
k_neighbors: 2
rand_layers: 4
K_layers: 8
Cora20:
learning_rate: 0.0005
num_hidden: 128
num_proj_hidden: 128
activation: 'relu'
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.4
drop_edge_rate_1: 0.5
drop_edge_rate_2: 0.4
drop_feature_rate_1: 0.3
drop_feature_rate_2: 0.5
tau: 0.5
num_epochs: 500
weight_decay: 0.00005
drop_scheme: 'degree'
k_neighbors: 2
rand_layers: 4
K_layers: 8
PubMed:
learning_rate: 0.002
num_hidden: 512
num_proj_hidden: 128
activation: 'relu'
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.4
drop_edge_rate_1: 0.5
drop_edge_rate_2: 0.4
drop_feature_rate_1: 0.3
drop_feature_rate_2: 0.5
tau: 0.4
num_epochs: 900
weight_decay: 0.00001
drop_scheme: 'degree'
k_neighbors: 2
rand_layers: 4
K_layers: 8
CiteSeer:
learning_rate: 0.0001
num_hidden: 512
num_proj_hidden: 512
activation: 'relu'
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.4
drop_edge_rate_1: 0.4
drop_edge_rate_2: 0.4
drop_feature_rate_1: 0.3
drop_feature_rate_2: 0.3
rand_layers: 2
tau: 0.8
num_epochs: 600
weight_decay: 0.00001
drop_scheme: 'degree'
K_layers: 4
k_neighbors: 1
CiteSeer20:
learning_rate: 0.00001
num_hidden: 512
num_proj_hidden: 512
activation: 'relu'
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.4
drop_edge_rate_1: 0.3
drop_edge_rate_2: 0.2
drop_feature_rate_1: 0.3
drop_feature_rate_2: 0.2
rand_layers: 2
tau: 0.9
num_epochs: 400
weight_decay: 0.000001
drop_scheme: 'degree'
K_layers: 4
k_neighbors: 1
ogbn-arxiv:
learning_rate: 0.0001
num_hidden: 128
num_proj_hidden: 128
activation: 'relu'
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.4
drop_edge_rate_1: 0.2
drop_edge_rate_2: 0.2
drop_feature_rate_1: 0.2
drop_feature_rate_2: 0.2
tau: 0.8
num_epochs: 500
weight_decay: 0.0000
drop_scheme: 'degree'
K_layers: 4
rand_layers: 2
k_neighbors: 1
Amazon-Computers:
learning_rate: 0.0008
num_hidden: 256
num_proj_hidden: 256
activation: "rrelu"
base_model: 'GCNConv'
num_layers: 2
drop_edge_rate_1: 0.7
drop_edge_rate_2: 0.2
drop_feature_rate_1: 0.2
drop_feature_rate_2: 0.2
tau: 0.3
num_epochs: 2000
weight_decay: 0.00001
drop_scheme: 'degree'
rand_layers: 2
Amazon-Photo:
learning_rate: 0.001
num_hidden: 256
num_proj_hidden: 256
activation: "prelu"
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.10
drop_edge_rate_1: 0.3
drop_edge_rate_2: 0.4
drop_feature_rate_1: 0.2
drop_feature_rate_2: 0.3
tau: 0.3
k_layers: 4
k_neighbors: 2
num_epochs: 1500
weight_decay: 0.000000
drop_scheme: 'degree'
rand_layers: 4
Coauthor-CS1:
learning_rate: 0.0005
num_hidden: 256
num_proj_hidden: 256
activation: "rrelu"
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.3
drop_edge_rate_1: 0.3
drop_edge_rate_2: 0.2
drop_feature_rate_1: 0.3
drop_feature_rate_2: 0.4
tau: 0.4
num_epochs: 1000
weight_decay: 0.00001
drop_scheme: 'degree'
rand_layers: 4
Coauthor-CS:
learning_rate: 0.0005
num_hidden: 256
num_proj_hidden: 256
activation: "rrelu"
base_model: 'GCNConv'
num_layers: 2
drop_embedding: 0.3
drop_edge_rate_1: 0.3
drop_edge_rate_2: 0.2
drop_feature_rate_1: 0.3
drop_feature_rate_2: 0.4
tau: 0.4
num_epochs: 1000
weight_decay: 0.00001
drop_scheme: 'degree'
rand_layers: 4
Coauthor-Phy:
learning_rate: 0.01
num_hidden: 128
num_proj_hidden: 64
activation: "rrelu"
base_model: 'GCNConv'
num_layers: 2
drop_edge_rate_1: 0.4
drop_edge_rate_2: 0.1
drop_feature_rate_1: 0.1
drop_feature_rate_2: 0.4
tau: 0.5
num_epochs: 1500
weight_decay: 0.00001
drop_scheme: 'degree'
rand_layers: 4