Node Classification on Kindle
88.54F1 (AP)joint train
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| joint trainBackbone=GAT2024.01 | 88.54 | 0.35 | 82.71 | 0.62 | |
| joint trainBackbone=GCN2024.01 | 87.21 | 0.45 | — | — | |
| joint trainBackbone=GCN, Trials=102024.01 | 87.21 | 0.45 | 80.98 | 1.17 | |
| TACOBackbone=GAT2024.01 | 83.66 | 4.69 | 76.58 | 6.34 | |
| TACOBackbone=GCN2024.01 | 82.97 | 4.91 | — | — | |
| TACOBackbone=GCN, Trials=102024.01 | 82.97 | 4.91 | 76.43 | 6.31 | |
| SSMBackbone=GAT2024.01 | 81.84 | 6.58 | 74.64 | 8.81 | |
| SSMBackbone=GCN2024.01 | 78.99 | 8.19 | — | — | |
| SSMBackbone=GCN, Trials=102024.01 | 78.99 | 8.19 | 72.95 | 8.72 | |
| EWCBackbone=GAT2024.01 | 78.95 | 9.92 | 73.49 | 10.3 | |
| TWPBackbone=GCN2024.01 | 78.9 | 8.99 | — | — | |
| TWPBackbone=GCN, Trials=102024.01 | 78.9 | 8.99 | 73.16 | 9.62 | |
| ERGNN-rsBackbone=GAT2024.01 | 78.64 | 9.56 | 72.19 | 10.7 | |
| TWPBackbone=GAT2024.01 | 78.17 | 10.85 | 73.23 | 10.78 | |
| ERGNN-mfBackbone=GAT2024.01 | 78.14 | 10.35 | 72.94 | 10.9 | |
| SSRMBackbone=GAT2024.01 | 78.09 | 10.2 | 71.99 | 11.17 | |
| ERGNN-rsBackbone=GCN2024.01 | 77.63 | 9.64 | — | — | |
| ERGNN-rsBackbone=GCN, Trials=102024.01 | 77.63 | 9.64 | 70.87 | 10.83 | |
| SSRMBackbone=GCN2024.01 | 77.37 | 9.99 | — | — | |
| SSRMBackbone=GCN, Trials=102024.01 | 77.37 | 9.99 | 71.46 | 10.55 | |
| ERGNN-mfBackbone=GCN2024.01 | 77.28 | 10.15 | — | — | |
| ERGNN-mfBackbone=GCN, Trials=102024.01 | 77.28 | 10.15 | 72.23 | 10.27 | |
| EWCBackbone=GCN2024.01 | 77.08 | 10.87 | — | — | |
| EWCBackbone=GCN, Trials=102024.01 | 77.08 | 10.87 | 72.13 | 10.75 | |
| GEMBackbone=GAT2024.01 | 76.46 | 11.86 | 72.52 | 10.97 | |
| GEMBackbone=GCN2024.01 | 76.08 | 11.01 | — | — | |
| GEMBackbone=GCN, Trials=102024.01 | 76.08 | 11.01 | 71.77 | 10.13 | |
| ERGNN-rbBackbone=GCN2024.01 | 75.87 | 11.46 | — | — | |
| ERGNN-rbBackbone=GCN, Trials=102024.01 | 75.87 | 11.46 | 71.44 | 10.98 | |
| ERGNN-rbBackbone=GAT2024.01 | 75.6 | 12.66 | 71.86 | 11.55 | |
| IncreGNNBackbone=GAT2024.01 | 70.66 | 18.18 | 68.06 | 15.92 | |
| DyGrainBackbone=GAT2024.01 | 70.65 | 18.28 | 68.16 | 15.77 | |
| OTGBackbone=GAT2024.01 | 70.09 | 18.78 | 67.5 | 16.53 | |
| IncreGNNBackbone=GCN2024.01 | 69.45 | 18.48 | — | — | |
| IncreGNNBackbone=GCN, Trials=102024.01 | 69.45 | 18.48 | 67.07 | 15.86 | |
| DyGrainBackbone=GCN2024.01 | 69.14 | 18.88 | — | — | |
| DyGrainBackbone=GCN, Trials=102024.01 | 69.14 | 18.88 | 66.44 | 16.48 | |
| finetuneBackbone=GCN2024.01 | 69.1 | 18.99 | — | — | |
| finetuneBackbone=GCN, Trials=102024.01 | 69.1 | 18.99 | 67.12 | 16.01 | |
| OTGBackbone=GCN2024.01 | 69.01 | 18.94 | — | — | |
| OTGBackbone=GCN, Trials=102024.01 | 69.01 | 18.94 | 66.69 | 16.26 | |
| simple-regBackbone=GCN2024.01 | 68.8 | 18.21 | — | — | |
| simple-regBackbone=GCN, Trials=102024.01 | 68.8 | 18.21 | 66.85 | 14.79 | |
| finetuneBackbone=GAT2024.01 | 68.68 | 20.05 | 66.89 | 16.91 | |
| simple-regBackbone=GAT2024.01 | 66.2 | 19.26 | 64.61 | 15.24 |