Table 3 Accuracy for different structures with varying numbers of GCN layers. Light denotes a scenario where hidden dimensions halve repeatedly, and full denotes a scenario where hidden dimensions remain constant. In parentheses, the hidden dimension of the first layer of GCN is indicated. L represents the total number of GCN layers.
Architecture | \(L=1\) | \(L=2\) | \(L=3\) | \(L=4\) | \(L=5\) |
|---|---|---|---|---|---|
Light (128) | 83.10 | 88.73 | 90.14 | 83.10 | 83.10 |
Light (256) | 83.10 | 87.32 | 91.55 | 90.14 | 76.06 |
Full (128) | 88.73 | 84.51 | 88.73 | 84.51 | 76.06 |
Full (256) | 88.73 | 88.73 | 81.69 | 81.69 | 83.10 |