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Initializer #10

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85a54df
added initializer
ntgbaoo Apr 18, 2026
7f07d6c
Updated model selection results (included initialization) for GCN and…
Apr 28, 2026
a61ed93
Updated config for GCN on pubmed
Apr 28, 2026
15f5f1f
Updated parameters tunning on pubmed
Apr 29, 2026
8d09630
Pulled updated from main
ntgbaoo Apr 29, 2026
2ffbc3f
Updeated hyper grid for GCN-surrogate and SGC
Apr 29, 2026
7adb8fb
Updated model selection of SGC on pubmed
Apr 29, 2026
4a8a1c8
Updated model selection on GCN-surrogate, SGC on pubmed, cora, citeseer
Apr 29, 2026
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7 changes: 4 additions & 3 deletions data/configs/models/GCN/citeseer/split_0/best_config.yaml
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model_config:
aggr: sum
batch_size: 64
drop_out: 0.7
hidden_unit: 128
batch_size: 32
drop_out: 0.6
hidden_unit: 64
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/citeseer/split_0/max_best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: max
batch_size: 32
drop_out: 0.7
hidden_unit: 32
lr: 0.1
drop_out: 0.5
hidden_unit: 64
initializer: orthogonal
lr: 0.01
model: GCN
num_epochs: 1000
num_layers: 2
num_layers: 3
optimizer: ADAM
patience: 50
weight_decay: 0.0005
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_0/mean_best_config.yaml
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model_config:
aggr: mean
batch_size: 32
drop_out: 0.7
batch_size: 128
drop_out: 0.5
hidden_unit: 128
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
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7 changes: 4 additions & 3 deletions data/configs/models/GCN/citeseer/split_0/sum_best_config.yaml
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Original file line number Diff line number Diff line change
@@ -1,8 +1,9 @@
model_config:
aggr: sum
batch_size: 64
drop_out: 0.7
hidden_unit: 128
batch_size: 32
drop_out: 0.6
hidden_unit: 64
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/citeseer/split_1/best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 32
drop_out: 0.5
hidden_unit: 128
batch_size: 64
drop_out: 0.6
hidden_unit: 64
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 2
num_layers: 4
optimizer: ADAM
patience: 50
weight_decay: 0.01
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3 changes: 2 additions & 1 deletion data/configs/models/GCN/citeseer/split_1/max_best_config.yaml
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Expand Up @@ -3,13 +3,14 @@ model_config:
batch_size: 32
drop_out: 0.6
hidden_unit: 128
initializer: xavier_normal
lr: 0.01
model: GCN
num_epochs: 1000
num_layers: 3
optimizer: ADAM
patience: 50
weight_decay: 0.0005
weight_decay: 0.001
split:
idx_test:
- 1299
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3 changes: 2 additions & 1 deletion data/configs/models/GCN/citeseer/split_1/mean_best_config.yaml
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@@ -1,8 +1,9 @@
model_config:
aggr: mean
batch_size: 32
drop_out: 0.6
drop_out: 0.5
hidden_unit: 128
initializer: kaiming_normal
lr: 0.01
model: GCN
num_epochs: 1000
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/citeseer/split_1/sum_best_config.yaml
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Original file line number Diff line number Diff line change
@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 32
drop_out: 0.5
hidden_unit: 128
batch_size: 64
drop_out: 0.6
hidden_unit: 64
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 2
num_layers: 4
optimizer: ADAM
patience: 50
weight_decay: 0.01
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_2/best_config.yaml
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Original file line number Diff line number Diff line change
@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 32
drop_out: 0.7
drop_out: 0.6
hidden_unit: 64
initializer: kaiming_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 4
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.01
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7 changes: 4 additions & 3 deletions data/configs/models/GCN/citeseer/split_2/max_best_config.yaml
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@@ -1,15 +1,16 @@
model_config:
aggr: max
batch_size: 32
drop_out: 0.7
hidden_unit: 32
drop_out: 0.6
hidden_unit: 64
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.0005
weight_decay: 0.001
split:
idx_test:
- 364
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7 changes: 4 additions & 3 deletions data/configs/models/GCN/citeseer/split_2/mean_best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: mean
batch_size: 32
drop_out: 0.6
batch_size: 64
drop_out: 0.7
hidden_unit: 64
initializer: kaiming_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 3
num_layers: 4
optimizer: ADAM
patience: 50
weight_decay: 0.001
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_2/sum_best_config.yaml
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Original file line number Diff line number Diff line change
@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 32
drop_out: 0.7
drop_out: 0.6
hidden_unit: 64
initializer: kaiming_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 4
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.01
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_3/best_config.yaml
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@@ -1,8 +1,9 @@
model_config:
aggr: sum
batch_size: 128
drop_out: 0.7
batch_size: 32
drop_out: 0.5
hidden_unit: 32
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_3/max_best_config.yaml
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Original file line number Diff line number Diff line change
@@ -1,15 +1,16 @@
model_config:
aggr: max
batch_size: 32
drop_out: 0.7
drop_out: 0.5
hidden_unit: 64
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.001
weight_decay: 0.0005
split:
idx_test:
- 550
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3 changes: 2 additions & 1 deletion data/configs/models/GCN/citeseer/split_3/mean_best_config.yaml
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Expand Up @@ -3,7 +3,8 @@ model_config:
batch_size: 32
drop_out: 0.7
hidden_unit: 128
lr: 0.01
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 2
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_3/sum_best_config.yaml
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Original file line number Diff line number Diff line change
@@ -1,8 +1,9 @@
model_config:
aggr: sum
batch_size: 128
drop_out: 0.7
batch_size: 32
drop_out: 0.5
hidden_unit: 32
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_4/best_config.yaml
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@@ -1,8 +1,9 @@
model_config:
aggr: sum
batch_size: 32
drop_out: 0.7
hidden_unit: 32
drop_out: 0.6
hidden_unit: 128
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/citeseer/split_4/max_best_config.yaml
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Expand Up @@ -2,14 +2,15 @@ model_config:
aggr: max
batch_size: 32
drop_out: 0.7
hidden_unit: 32
lr: 0.1
hidden_unit: 128
initializer: xavier_normal
lr: 0.001
model: GCN
num_epochs: 1000
num_layers: 2
num_layers: 3
optimizer: ADAM
patience: 50
weight_decay: 0.001
weight_decay: 0.0005
split:
idx_test:
- 1412
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3 changes: 2 additions & 1 deletion data/configs/models/GCN/citeseer/split_4/mean_best_config.yaml
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@@ -1,8 +1,9 @@
model_config:
aggr: mean
batch_size: 128
batch_size: 64
drop_out: 0.7
hidden_unit: 128
initializer: kaiming_normal
lr: 0.1
model: GCN
num_epochs: 1000
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/citeseer/split_4/sum_best_config.yaml
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@@ -1,8 +1,9 @@
model_config:
aggr: sum
batch_size: 32
drop_out: 0.7
hidden_unit: 32
drop_out: 0.6
hidden_unit: 128
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/cora/split_0/best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 128
drop_out: 0.7
hidden_unit: 128
batch_size: 32
drop_out: 0.5
hidden_unit: 32
initializer: kaiming_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 3
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.01
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7 changes: 4 additions & 3 deletions data/configs/models/GCN/cora/split_0/max_best_config.yaml
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@@ -1,15 +1,16 @@
model_config:
aggr: max
batch_size: 32
drop_out: 0.5
drop_out: 0.6
hidden_unit: 32
initializer: xavier_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 2
num_layers: 3
optimizer: ADAM
patience: 50
weight_decay: 0.0005
weight_decay: 0.001
split:
idx_test:
- 1674
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/cora/split_0/mean_best_config.yaml
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Expand Up @@ -2,8 +2,9 @@ model_config:
aggr: mean
batch_size: 32
drop_out: 0.5
hidden_unit: 32
lr: 0.1
hidden_unit: 128
initializer: orthogonal
lr: 0.01
model: GCN
num_epochs: 1000
num_layers: 2
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/cora/split_0/sum_best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 128
drop_out: 0.7
hidden_unit: 128
batch_size: 32
drop_out: 0.5
hidden_unit: 32
initializer: kaiming_normal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 3
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.01
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5 changes: 3 additions & 2 deletions data/configs/models/GCN/cora/split_1/best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: sum
batch_size: 64
drop_out: 0.6
drop_out: 0.5
hidden_unit: 64
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 3
num_layers: 4
optimizer: ADAM
patience: 50
weight_decay: 0.01
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9 changes: 5 additions & 4 deletions data/configs/models/GCN/cora/split_1/max_best_config.yaml
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@@ -1,12 +1,13 @@
model_config:
aggr: max
batch_size: 128
drop_out: 0.5
hidden_unit: 64
batch_size: 32
drop_out: 0.7
hidden_unit: 128
initializer: orthogonal
lr: 0.1
model: GCN
num_epochs: 1000
num_layers: 4
num_layers: 2
optimizer: ADAM
patience: 50
weight_decay: 0.0005
Expand Down
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