torch 1.11.0+cu113
torch-geometric 2.1.0.post1
Python 3.9+
Algo | Cora | CiteSeer | Dblp | PubMed | WikiCS | Am.Comp | Am.Photo | Co.CS |
---|---|---|---|---|---|---|---|---|
DGI | 82.6±0.4 | 68.8±0.7 | 83.2±0.1 | 86.0±0.1 | 75.35±0.14 | 83.95±0.47 | 91.61±0.22 | 92.15±0.63 |
GRACE | 83.3±0.4 | 72.1±0.5 | 84.2±0.1 | 86.7±0.1 | 80.14±0.48 | 89.53±0.35 | 92.78±0.45 | 91.12±0.20 |
GCA | N/A | N/A | N/A | N/A | 78.35±0.05 | 88.94±0.15 | 92.53±0.16 | 93.10±0.01 |
BGRL | 83.83±1.61 | 72.32±0.89 | 84.07±0.23 | 86.03±0.33 | 79.98±0.10 | *90.34±0.19 | 93.17±0.30 | 93.31±0.13 |
MVGRL | *86.80±0.5 | 73.30±0.5 | N/A | 80.10±0.70 | 77.52±0.08 | 87.52±0.11 | 91.74±0.07 | 92.11±0.12 |
LG2AR | 82.70±0.70 | N/A | N/A | 81.50±0.70 | 77.80±0.50 | 89.60±0.30 | 94.10±0.40 | 93.60±0.30 |
AFGRL | N/A | N/A | N/A | N/A | 77.62±0.49 | 89.88±0.33 | 93.22±0.28 | 93.27±0.17 |
COSTA | 84.30±0.20 | 72.90±0.30 | 84.50±0.10 | 86.20±0.10 | 79.12±0.02 | 88.32±0.03 | 92.56±0.45 | 92.95±0.12 |
AFGCL | 83.16±0.13 | 71.96±0.42 | N/A | 79.05±0.75 | 79.01±0.51 | 89.68±0.19 | 92.49±0.31 | 91.92±0.10 |
GRACE* | 84.57±0.35 | 74.29±0.33 | 84.36±0.31 | 85.96±0.23 | 80.51±0.41 | 89.88±0.14 | 93.04±0.14 | OOM |
LG2AR* | 83.56±0.64 | 72.11±0.35 | 83.34±0.53 | 81.32±0.61 | 78.23±0.29 | 89.57±0.35 | 94.07±0.41 | 93.45±0.48 |
BGRL* | 83.87±0.76 | 73.01±0.46 | 83.96±0.18 | 85.94±0.38 | 79.86±0.11 | *90.49±0.17 | 93.65±0.21 | 93.25±0.15 |
DAENS_C | 87.13±0.00 | 79.64±0.00 | 86.07±0.76 | 87.48±0.04 | 83.29±0.21 | 90.44±0.19 | 93.44±0.25 | 93.19±0.13 |
DAENS_T | 89.71±0.00 | 75.81±0.29 | 84.99±0.14 | 86.72±0.06 | 83.62±0.00 | 91.60±0.24 | 94.68±0.42 | 93.96±0.04 |
The table below presents the Hyper-parameter settings while the file HyperParameters.py``HyperParameters.py
contains these settings with seeds contains these settings with seed values to regenerate the above results.
Dataset | Encoder | Hetro | Training epochs | Learning rate | Activation function | Hidden layers | ||||
---|---|---|---|---|---|---|---|---|---|---|
Cora | 0.4 | 0.4 | 0.2 | 0.7 × 0.43 | GAT | 1D,2D | 750 | 0.0005 | ReLU | 128 |
CiteSeer | 0.4 | 0.4 | 0.2 | 0.8 × 0.375 | GCN | 2D,2D | 1200 | 0.00001 | PReLU | 256 |
DBLP | 0.1 | 0.1 | 0.2 | 0.375 × 0.8 | GCN | 2D,2D | 1450 | 0.001 | ReLU | 256 |
PubMed | 0.1 | 0.1 | 0.2 | 0.43 × 0.7 | GCN | 1D,2D | 1800 | 0.001 | ReLU | 256 |
WikiCS | 0.4 | 0.1 | 0.3 | 0.4 × 0.75 | GAT | 1D,2D | 1800 | 0.01 | ReLU | 256 |
Am.Comp | 0.5 | 0.1 | 0.5 | 0.7 × 0.43 | GAT | 2D,2D | 1900 | 0.001 | ReLU | 128 |
Am.Photo | 0.5 | 0.1 | 0.3 | 0.8 × 0.375 | GAT | 1D,2D | 1200 | 0.01 | ReLU | 256 |
Co.CS | 0.4 | 0.3 | 0.2 | 0.75 × 0.4 | GAT | 1D,2D | 2000 | 0.0005 | ReLU | 256 |