Node Classification on Citation (test)
83.9Micro F1GraphSAGE-pool
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphSAGE-poolSupervision protocol=Fully Supervised2017.06 | 83.9 | |
| GraphSAGE-LSTMSupervision protocol=Fully Supervised2017.06 | 83.2 | |
| GraphSAGE-meanSupervision protocol=Fully Supervised2017.06 | 82 | |
| GraphSAGE-poolSupervision protocol=Unsupervised2017.06 | 79.8 | |
| GraphSAGE-LSTMSupervision protocol=Unsupervised2017.06 | 78.8 | |
| GraphSAGE-meanSupervision protocol=Unsupervised2017.06 | 77.8 | |
| GraphSAGE-GCNSupervision protocol=Fully Supervised2017.06 | 77.2 | |
| GraphSAGE-GCNSupervision protocol=Unsupervised2017.06 | 74.2 | |
| DeepWalk + featuresSupervision protocol=Unsupervised2017.06 | 70.1 | |
| DeepWalk + featuresSupervision protocol=Fully Supervised2017.06 | 70.1 | |
| Raw featuresSupervision protocol=Unsupervised2017.06 | 57.5 | |
| Raw featuresSupervision protocol=Fully Supervised2017.06 | 57.5 | |
| DeepWalkSupervision protocol=Unsupervised2017.06 | 56.5 | |
| DeepWalkSupervision protocol=Fully Supervised2017.06 | 56.5 | |
| RandomSupervision protocol=Unsupervised2017.06 | 20.6 | |
| RandomSupervision protocol=Fully Supervised2017.06 | 20.6 |