Node Classification on IMDb (20% train)
60.27Macro F1 ScoreHAN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HANAvailable data=X, A, Y2019.11 | 60.27 | 60.77 | |
| GATAvailable data=X, A, Y2019.11 | 59.44 | 59.85 | |
| MAGNNLearning paradigm=Semi-supervised, Classifier=Linear SVM2020.02 | 59.35 | 59.6 | |
| HDGI-CAvailable data=X, A2019.11 | 59.14 | 58.93 | |
| GCNAvailable data=X, A, Y2019.11 | 58.69 | 59.31 | |
| DGIAvailable data=X, A2019.11 | 56.9 | 57.28 | |
| HANLearning paradigm=Semi-supervised, Classifier=Linear SVM2020.02 | 56.19 | 56.32 | |
| HDGI-AAvailable data=X, A2019.11 | 55.22 | 54.82 | |
| GATLearning paradigm=Semi-supervised, Classifier=Linear SVM, Protocol=Metapath-based2020.02 | 53.64 | 53.64 | |
| DW+FAvailable data=X, A2019.11 | 52.93 | 52.62 | |
| GCNLearning paradigm=Semi-supervised, Classifier=Linear SVM, Protocol=Metapath-based2020.02 | 52.73 | 52.8 | |
| HGNN-AR22024.09 | 52.51 | 61.36 | |
| RawAvailable data=X2019.11 | 51.07 | 51.12 | |
| AMOGCN2024.09 | 50.92 | 63.6 | |
| MHGCN2024.09 | 50.54 | 64.2 | |
| SSDCM2024.09 | 49.45 | 59.16 | |
| node2vecLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 49 | 49.94 | |
| ESimLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 48.37 | 49.32 | |
| metapath2vecLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 46.05 | 47.22 | |
| MRGCN2024.09 | 45.62 | 47.78 | |
| HERecLearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 45.61 | 46.23 | |
| MGDCR2024.09 | 45.03 | 59.05 | |
| RGCNAvailable data=X, A, Y2019.11 | 44.68 | 43.5 | |
| LINELearning paradigm=Unsupervised, Classifier=Linear SVM2020.02 | 44.04 | 45.21 | |
| HGATE2024.09 | 41.99 | 52.1 | |
| M2VAvailable data=A2019.11 | 40.12 | 39.85 | |
| DWAvailable data=A2019.11 | 38.88 | 39.13 | |
| HMGE2024.09 | 32.93 | 57.35 |