Node Classification on ACM-3
93.43Macro F1 ScoreHGT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HGTTraining ratio=100%2020.12 | 93.43 | 92.84 | |
| HGTRatio=100%, learning rate=0.003, dropout=0.92020.12 | 93.43 | 92.84 | |
| HGTTraining ratio=80%2020.12 | 93.29 | 92.68 | |
| HGTRatio=80%, learning rate=0.008, dropout=0.72020.12 | 93.29 | 92.68 | |
| HGConvTraining ratio=100%2020.12 | 93.2 | 92.56 | |
| HGConvRatio=100%, learning rate=0.005, dropout=0.82020.12 | 93.2 | 92.56 | |
| HGConvTraining ratio=80%2020.12 | 93.06 | 92.41 | |
| HGConvRatio=80%, learning rate=0.001, dropout=0.62020.12 | 93.06 | 92.41 | |
| RGCNTraining ratio=100%2020.12 | 92.99 | 92.38 | |
| RGCNRatio=100%, learning rate=0.03, dropout=0.52020.12 | 92.99 | 92.38 | |
| HGConvTraining ratio=60%2020.12 | 92.86 | 92.21 | |
| HGConvRatio=60%, learning rate=0.003, dropout=0.62020.12 | 92.86 | 92.21 | |
| HANTraining ratio=80%2020.12 | 92.68 | 92.05 | |
| HANRatio=80%, learning rate=0.01, dropout=0.72020.12 | 92.68 | 92.05 | |
| RGCNTraining ratio=80%2020.12 | 92.67 | 92.02 | |
| RGCNRatio=80%, learning rate=0.03, dropout=0.52020.12 | 92.67 | 92.02 | |
| HGTTraining ratio=60%2020.12 | 92.64 | 92.03 | |
| HGTRatio=60%, learning rate=0.008, dropout=0.72020.12 | 92.64 | 92.03 | |
| RGCNTraining ratio=60%2020.12 | 92.62 | 92.01 | |
| RGCNRatio=60%, learning rate=0.005, dropout=0.72020.12 | 92.62 | 92.01 | |
| HGConvTraining ratio=40%2020.12 | 92.55 | 91.94 | |
| HGConvRatio=40%, learning rate=0.005, dropout=0.82020.12 | 92.55 | 91.94 | |
| HANTraining ratio=100%2020.12 | 92.4 | 91.76 | |
| HANRatio=100%, learning rate=0.08, dropout=0.62020.12 | 92.4 | 91.76 | |
| HANTraining ratio=60%2020.12 | 92.37 | 91.72 | |
| HANRatio=60%, learning rate=0.01, dropout=0.82020.12 | 92.37 | 91.72 | |
| RGCNTraining ratio=40%2020.12 | 91.91 | 91.24 | |
| RGCNRatio=40%, learning rate=0.003, dropout=0.72020.12 | 91.91 | 91.24 | |
| HGTTraining ratio=40%2020.12 | 91.88 | 91.17 | |
| HGTRatio=40%, learning rate=0.008, dropout=0.82020.12 | 91.88 | 91.17 | |
| HANTraining ratio=40%2020.12 | 91.75 | 91.03 | |
| HANRatio=40%, learning rate=0.01, dropout=0.82020.12 | 91.75 | 91.03 | |
| HGConvTraining ratio=20%2020.12 | 91.5 | 90.89 | |
| HGConvRatio=20%, learning rate=0.008, dropout=0.72020.12 | 91.5 | 90.89 | |
| GCNTraining ratio=100%2020.12 | 90.79 | 90 | |
| GCNRatio=100%, learning rate=0.01, dropout=0.52020.12 | 90.79 | 90 | |
| GCNTraining ratio=80%2020.12 | 90.68 | 89.89 | |
| GCNRatio=80%, learning rate=0.01, dropout=0.22020.12 | 90.68 | 89.89 | |
| GATTraining ratio=80%2020.12 | 90.63 | 89.81 | |
| GATRatio=80%, learning rate=0.05, dropout=0.72020.12 | 90.63 | 89.81 | |
| GATTraining ratio=100%2020.12 | 90.58 | 89.79 | |
| GATRatio=100%, learning rate=0.05, dropout=0.82020.12 | 90.58 | 89.79 | |
| GATTraining ratio=60%2020.12 | 90.53 | 89.68 | |
| GATRatio=60%, learning rate=0.03, dropout=0.72020.12 | 90.53 | 89.68 | |
| GCNTraining ratio=60%2020.12 | 90.32 | 89.48 | |
| GCNRatio=60%, learning rate=0.01, dropout=02020.12 | 90.32 | 89.48 | |
| GCNTraining ratio=40%2020.12 | 90.12 | 89.23 | |
| GCNRatio=40%, learning rate=0.005, dropout=02020.12 | 90.12 | 89.23 | |
| GATTraining ratio=40%2020.12 | 89.93 | 89.03 | |
| GATRatio=40%, learning rate=0.05, dropout=0.62020.12 | 89.93 | 89.03 | |
| HANTraining ratio=20%2020.12 | 89.91 | 89.06 | |
| HANRatio=20%, learning rate=0.01, dropout=0.72020.12 | 89.91 | 89.06 | |
| RGCNTraining ratio=20%2020.12 | 89.81 | 88.93 | |
| RGCNRatio=20%, learning rate=0.03, dropout=0.52020.12 | 89.81 | 88.93 | |
| HGTTraining ratio=20%2020.12 | 89.65 | 88.85 | |
| HGTRatio=20%, learning rate=0.01, dropout=0.72020.12 | 89.65 | 88.85 | |
| GCNTraining ratio=20%2020.12 | 89.55 | 88.69 | |
| GCNRatio=20%, learning rate=0.05, dropout=0.12020.12 | 89.55 | 88.69 | |
| GATTraining ratio=20%2020.12 | 88.52 | 87.54 | |
| GATRatio=20%, learning rate=0.005, dropout=0.72020.12 | 88.52 | 87.54 | |
| HetGNNTraining ratio=100%2020.12 | 83.42 | 82.82 | |
| HetGNNRatio=100%, learning rate=0.003, dropout=0.92020.12 | 83.42 | 82.82 | |
| MLPTraining ratio=100%2020.12 | 83.3 | 82.77 | |
| MLPRatio=100%, learning rate=0.005, dropout=0.92020.12 | 83.3 | 82.77 | |
| MLPTraining ratio=80%2020.12 | 82.49 | 82.05 | |
| MLPRatio=80%, learning rate=0.05, dropout=0.92020.12 | 82.49 | 82.05 | |
| HetGNNTraining ratio=80%2020.12 | 82.42 | 81.9 | |
| HetGNNRatio=80%, learning rate=0.003, dropout=0.92020.12 | 82.42 | 81.9 | |
| HetGNNTraining ratio=60%2020.12 | 80.6 | 80.16 | |
| HetGNNRatio=60%, learning rate=0.01, dropout=0.92020.12 | 80.6 | 80.16 | |
| MLPTraining ratio=60%2020.12 | 80.13 | 79.66 | |
| MLPRatio=60%, learning rate=0.03, dropout=0.92020.12 | 80.13 | 79.66 | |
| MLPTraining ratio=40%2020.12 | 77.4 | 77.1 | |
| MLPRatio=40%, learning rate=0.03, dropout=0.92020.12 | 77.4 | 77.1 | |
| HetGNNTraining ratio=40%2020.12 | 77.36 | 77.09 | |
| HetGNNRatio=40%, learning rate=0.01, dropout=0.92020.12 | 77.36 | 77.09 | |
| MLPTraining ratio=20%2020.12 | 69.73 | 69.43 | |
| MLPRatio=20%, learning rate=0.05, dropout=0.52020.12 | 69.73 | 69.43 | |
| HetGNNTraining ratio=20%2020.12 | 67.27 | 67.1 | |
| HetGNNRatio=20%, learning rate=0.03, dropout=0.52020.12 | 67.27 | 67.1 |