Node Classification on DBLP (F1-AP/AF, BACC-AP/AF)
86.33F1-APjoint train
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| joint trainBackbone=GCN2024.01 | 86.33 | 0.77 | — | — | |
| joint trainBackbone=GCN, Trials=102024.01 | 86.33 | 0.77 | 80.55 | 1.28 | |
| TACOBackbone=GCN2024.01 | 84.6 | 2.51 | — | — | |
| TACOBackbone=GCN, Trials=102024.01 | 84.6 | 2.51 | 79.63 | 3.02 | |
| joint trainBackbone=GAT2024.01 | 83.43 | 1.08 | 76.97 | 1.79 | |
| SSMBackbone=GCN2024.01 | 82.71 | 4.2 | — | — | |
| SSMBackbone=GCN, Trials=102024.01 | 82.71 | 4.2 | 76.05 | 6.21 | |
| TACOBackbone=GAT2024.01 | 81.63 | 2.29 | 76.08 | 2.53 | |
| SSMBackbone=GAT2024.01 | 81.47 | 4.46 | 74.62 | 6.48 | |
| TWPBackbone=GCN2024.01 | 80.05 | 8.23 | — | — | |
| TWPBackbone=GCN, Trials=102024.01 | 80.05 | 8.23 | 73.79 | 10.44 | |
| GEMBackbone=GCN2024.01 | 80.04 | 7.9 | — | — | |
| GEMBackbone=GCN, Trials=102024.01 | 80.04 | 7.9 | 73.01 | 10.66 | |
| EWCBackbone=GCN2024.01 | 79.38 | 8.85 | — | — | |
| EWCBackbone=GCN, Trials=102024.01 | 79.38 | 8.85 | 73.22 | 10.69 | |
| ERGNN-rsBackbone=GCN2024.01 | 78.02 | 10.08 | — | — | |
| ERGNN-rsBackbone=GCN, Trials=102024.01 | 78.02 | 10.08 | 71.7 | 12.32 | |
| SSRMBackbone=GCN2024.01 | 77.43 | 10.66 | — | — | |
| SSRMBackbone=GCN, Trials=102024.01 | 77.43 | 10.66 | 71.2 | 12.76 | |
| ERGNN-mfBackbone=GCN2024.01 | 77.42 | 10.64 | — | — | |
| ERGNN-mfBackbone=GCN, Trials=102024.01 | 77.42 | 10.64 | 72.26 | 11.9 | |
| TWPBackbone=GAT2024.01 | 76.64 | 10.61 | 70.95 | 12.03 | |
| EWCBackbone=GAT2024.01 | 76.33 | 11.12 | 71.05 | 12.16 | |
| ERGNN-rsBackbone=GAT2024.01 | 75.36 | 11.87 | 70.07 | 12.95 | |
| ERGNN-rbBackbone=GCN2024.01 | 75.16 | 12.85 | — | — | |
| ERGNN-rbBackbone=GCN, Trials=102024.01 | 75.16 | 12.85 | 70.26 | 13.79 | |
| ERGNN-mfBackbone=GAT2024.01 | 74.62 | 12.55 | 68.97 | 13.9 | |
| SSRMBackbone=GAT2024.01 | 74.31 | 12.63 | 69.15 | 13.57 | |
| GEMBackbone=GAT2024.01 | 73.64 | 12.76 | 67.53 | 14.42 | |
| ERGNN-rbBackbone=GAT2024.01 | 71.65 | 15.2 | 67.16 | 15.37 | |
| simple-regBackbone=GCN2024.01 | 69.7 | 18.69 | — | — | |
| simple-regBackbone=GCN, Trials=102024.01 | 69.7 | 18.69 | 66.99 | 17.29 | |
| IncreGNNBackbone=GCN2024.01 | 69.4 | 18.92 | — | — | |
| IncreGNNBackbone=GCN, Trials=102024.01 | 69.4 | 18.92 | 66.85 | 17.41 | |
| simple-regBackbone=GAT2024.01 | 68.85 | 18.49 | 66.21 | 16.81 | |
| OTGBackbone=GCN2024.01 | 68.24 | 20.12 | — | — | |
| OTGBackbone=GCN, Trials=102024.01 | 68.24 | 20.12 | 65.7 | 18.62 | |
| finetuneBackbone=GCN2024.01 | 67.85 | 20.43 | — | — | |
| finetuneBackbone=GCN, Trials=102024.01 | 67.85 | 20.43 | 65.76 | 18.26 | |
| DyGrainBackbone=GCN2024.01 | 67.52 | 20.83 | — | — | |
| DyGrainBackbone=GCN, Trials=102024.01 | 67.52 | 20.83 | 65.82 | 18.34 | |
| OTGBackbone=GAT2024.01 | 67.5 | 20.06 | 65.65 | 17.57 | |
| IncreGNNBackbone=GAT2024.01 | 66.23 | 21.23 | 64.62 | 18.55 | |
| DyGrainBackbone=GAT2024.01 | 65.83 | 21.62 | 63.8 | 19.1 | |
| finetuneBackbone=GAT2024.01 | 65.75 | 21.68 | 64.21 | 18.76 |