Multi-label classification on Flickr 30% (train)
83.2Micro-F1PairE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PairELearning Paradigm=Unsupervised2022.03 | 83.2 | — | |
| SAGE-SLearning Paradigm=Semi-supervised2022.03 | 81.45 | — | |
| TransRLearning Paradigm=Unsupervised2022.03 | 80.19 | — | |
| PGELearning Paradigm=Semi-supervised2022.03 | 79.56 | — | |
| GCNLearning Paradigm=Semi-supervised2022.03 | 78.71 | — | |
| FAGCNLearning Paradigm=Semi-supervised2022.03 | 77.74 | — | |
| SAGE-ULearning Paradigm=Unsupervised2022.03 | 77.54 | — | |
| ARVGELearning Paradigm=Unsupervised2022.03 | 76.17 | — | |
| H2GCNLearning Paradigm=Semi-supervised2022.03 | 72.81 | — | |
| NodeELearning Paradigm=Unsupervised2022.03 | 70.3 | — | |
| DGILearning Paradigm=Unsupervised2022.03 | 69.84 | — | |
| DeepWalkLearning Paradigm=Unsupervised2022.03 | 65.59 | — | |
| LINEproximity=1st-order + 2nd-order2015.03 | 64.25 | 63.2 | |
| LINEproximity=1st-order2015.03 | 63.82 | 62.64 | |
| LINEproximity=2nd-order2015.03 | 63.34 | 61.92 | |
| DeepWalkdimensions=256dim2015.03 | 61.35 | 59.8 | |
| DeepWalk2015.03 | 60.9 | 59.04 | |
| GF2015.03 | 53.98 | 48.84 |