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Zhang, Zijian
DropEdge
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1fc2af0a
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1fc2af0a
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Oct 12, 2019
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xuty-007
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@@ -34,7 +34,7 @@ The following table demonstrates the testing accuracy (%) comparisons on differe
### Semi-supervised Setting Results
The following table demonstrates the testing accuracy (%) comparisons on different backbones and layers w and w/o DropEdge.
<table><tr><th rowspan="2">Dataset</th><th rowspan="2">Method</th><th colspan="2">2 layers</th><th colspan="2">4 layers</th><th colspan="2">8 layers</th><th colspan="2">16 layers</th><th colspan="2">32 layers</th><th colspan="2">64 layers</th></tr><tr><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td></tr><tr><td rowspan="4">Cora</td><td>GCN</td><td>
0.811
</td><td>
0.828
</td><td>
0.804
</td><td>
0.
82</td><td>
0.695
</td><td>
0.758
</td><td>
0.649
</td><td>
0.757
</td><td>
0.603
</td><td>
0.625
</td><td>
0.287
</td><td>
0.495
</td></tr><tr><td>ResGCN</td><td>-</td><td>-</td><td>
0.788
</td><td>
0.833
</td><td>
0.756
</td><td>
0.828
</td><td>
0.722
</td><td>
0.827
</td><td>
0.766
</td><td>
0.811
</td><td>
0.611
</td><td>
0.789
</td></tr><tr><td>JKNet</td><td>-</td><td>-</td><td>
0.802
</td><td>
0.833
</td><td>
0.807
</td><td>
0.826
</td><td>
0.802
</td><td>
0.
83</td><td>
0.811
</td><td>
0.825
</td><td>
0.715
</td><td>
0.832
</td></tr><tr><td>IncepGCN</td><td>-</td><td>-</td><td>
0.776
</td><td>
0.829
</td><td>
0.765
</td><td>
0.825
</td><td>
0.817
</td><td>
0.831
</td><td>
0.817
</td><td>
0.831
</td><td>0.
8
</td><td>
0.835
</td></tr><tr><td rowspan="4">Citeseer</td><td>GCN</td><td>0.
70
8</td><td>
0.723
</td><td>
0.676
</td><td>0.
70
6</td><td>0.
30
2</td><td>
0.614
</td><td>
0.183
</td><td>
0.572
</td><td>
0.
25</td><td>
0.416
</td><td>0.
2
</td><td>
0.344
</td></tr><tr><td>ResGCN</td><td>-</td><td>-</td><td>
0.705
</td><td>
0.722
</td><td>
0.
65</td><td>
0.716
</td><td>
0.665
</td><td>0.
70
1</td><td>
0.626
</td><td>0.
7
</td><td>
0.221
</td><td>
0.651
</td></tr><tr><td>JKNet</td><td>-</td><td>-</td><td>
0.687
</td><td>
0.726
</td><td>
0.677
</td><td>
0.718
</td><td>
0.698
</td><td>
0.726
</td><td>
0.682
</td><td>
0.708
</td><td>
0.634
</td><td>
0.722
</td></tr><tr><td>IncepGCN</td><td>-</td><td>-</td><td>
0.693
</td><td>
0.727
</td><td>
0.684
</td><td>
0.714
</td><td>
0.702
</td><td>
0.725
</td><td>
0.
68</td><td>
0.726
</td><td>
0.675
</td><td>
0.
71</td></tr><tr><td rowspan="4">Pubmed</td><td>GCN</td><td>
0.
79</td><td>
0.796
</td><td>
0.765
</td><td>
0.794
</td><td>
0.612
</td><td>
0.781
</td><td>
0.409
</td><td>
0.785
</td><td>
0.224
</td><td>
0.
77</td><td>
0.353
</td><td>
0.615
</td></tr><tr><td>ResGCN</td><td>-</td><td>-</td><td>
0.786
</td><td>
0.788
</td><td>
0.781
</td><td>
0.789
</td><td>
0.755
</td><td>
0.
78</td><td>
0.679
</td><td>
0.782
</td><td>
0.669
</td><td>
0.769
</td></tr><tr><td>JKNet</td><td>-</td><td>-</td><td>
0.
78</td><td>
0.787
</td><td>
0.781
</td><td>
0.787
</td><td>
0.726
</td><td>
0.791
</td><td>
0.724
</td><td>
0.792
</td><td>
0.745
</td><td>
0.789
</td></tr><tr><td>IncepGCN</td><td>-</td><td>-</td><td>
0.777
</td><td>
0.795
</td><td>
0.779
</td><td>
0.786
</td><td>
0.749
</td><td>
0.
79</td><td>OOM</td><td>OOM</td><td>OOM</td><td>OOM</td></tr></table>
<table><tr><th rowspan="2">Dataset</th><th rowspan="2">Method</th><th colspan="2">2 layers</th><th colspan="2">4 lay
s
ers</th><th colspan="2">8 layers</th><th colspan="2">16 layers</th><th colspan="2">32 layers</th><th colspan="2">64 layers</th></tr><tr><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td><td>Orignal</td><td>DropEdge</td></tr><tr><td rowspan="4">Cora</td><td>GCN</td><td>
81.10
</td><td>
82.80
</td><td>
80.40
</td><td>82
.00
</td><td>
69.50
</td><td>
75.80
</td><td>
64.90
</td><td>
75.70
</td><td>
60.30
</td><td>
62.50
</td><td>
28.70
</td><td>
49.50
</td></tr><tr><td>ResGCN</td><td>-</td><td>-</td><td>
78.80
</td><td>
83.30
</td><td>
75.60
</td><td>
82.80
</td><td>
72.20
</td><td>
82.70
</td><td>
76.60
</td><td>
81.10
</td><td>
61.10
</td><td>
78.90
</td></tr><tr><td>JKNet</td><td>-</td><td>-</td><td>
80.20
</td><td>
83.30
</td><td>
80.70
</td><td>
82.60
</td><td>
80.20
</td><td>83
.00
</td><td>
81.10
</td><td>
82.50
</td><td>
71.50
</td><td>
83.20
</td></tr><tr><td>IncepGCN</td><td>-</td><td>-</td><td>
77.60
</td><td>
82.90
</td><td>
76.50
</td><td>
82.50
</td><td>
81.70
</td><td>
83.10
</td><td>
81.70
</td><td>
83.10
</td><td>
8
0.
00
</td><td>
83.50
</td></tr><tr><td rowspan="4">Citeseer</td><td>GCN</td><td>
7
0.8
0
</td><td>
72.30
</td><td>
67.60
</td><td>
7
0.6
0
</td><td>
3
0.2
0
</td><td>
61.40
</td><td>
18.30
</td><td>
57.20
</td><td>25
.00
</td><td>
41.60
</td><td>
2
0.
00
</td><td>
34.40
</td></tr><tr><td>ResGCN</td><td>-</td><td>-</td><td>
70.50
</td><td>
72.20
</td><td>65
.00
</td><td>
71.60
</td><td>
66.50
</td><td>
7
0.1
0
</td><td>
62.60
</td><td>
7
0.
00
</td><td>
22.10
</td><td>
65.10
</td></tr><tr><td>JKNet</td><td>-</td><td>-</td><td>
68.70
</td><td>
72.60
</td><td>
67.70
</td><td>
71.80
</td><td>
69.80
</td><td>
72.60
</td><td>
68.20
</td><td>
70.80
</td><td>
63.40
</td><td>
72.20
</td></tr><tr><td>IncepGCN</td><td>-</td><td>-</td><td>
69.30
</td><td>
72.70
</td><td>
68.40
</td><td>
71.40
</td><td>
70.20
</td><td>
72.50
</td><td>68
.00
</td><td>
72.60
</td><td>
67.50
</td><td>71
.00
</td></tr><tr><td rowspan="4">Pubmed</td><td>GCN</td><td>79
.00
</td><td>
79.60
</td><td>
76.50
</td><td>
79.40
</td><td>
61.20
</td><td>
78.10
</td><td>
40.90
</td><td>
78.50
</td><td>
22.40
</td><td>77
.00
</td><td>
35.30
</td><td>
61.50
</td></tr><tr><td>ResGCN</td><td>-</td><td>-</td><td>
78.60
</td><td>
78.80
</td><td>
78.10
</td><td>
78.90
</td><td>
75.50
</td><td>78
.00
</td><td>
67.90
</td><td>
78.20
</td><td>
66.90
</td><td>
76.90
</td></tr><tr><td>JKNet</td><td>-</td><td>-</td><td>78
.00
</td><td>
78.70
</td><td>
78.10
</td><td>
78.70
</td><td>
72.60
</td><td>
79.10
</td><td>
72.40
</td><td>
79.20
</td><td>
74.50
</td><td>
78.90
</td></tr><tr><td>IncepGCN</td><td>-</td><td>-</td><td>
77.70
</td><td>
79.50
</td><td>
77.90
</td><td>
78.60
</td><td>
74.90
</td><td>79
.00
</td><td>OOM</td><td>OOM</td><td>OOM</td><td>OOM</td></tr></table>
## Change Log
* 2019-10-11: Support both full-supervised and semi-supervised task setting for `Cora`, `Citeseer` and `Pubmed`. See `--task_type` option.
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