Graph feature imputation on Citeseer (test)
0.399RMSEOURS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OURSEncoder=GCN, Decoder=GDN2021.10 | 0.399 | — | |
| GDNDim of the first layer=256, Dim of the second layer=128, Learning rate=0.005, Epochs=200, DropEdge rate=0.52021.10 | 0.399 | — | |
| GRAPE2021.10 | 0.419 | — | |
| GC-MC2021.10 | 0.42 | — | |
| GAIN2021.10 | 0.421 | — | |
| GraphRec2021.10 | 0.425 | — | |
| Inverse decoderEncoder=GCN2021.10 | 0.431 | — | |
| GCN decoderEncoder=GCN2021.10 | 0.434 | — | |
| GALAEncoder=GCN2021.10 | 0.435 | — | |
| KNNk=52021.10 | 0.443 | — | |
| SVD2021.10 | 0.49 | — | |
| MEAN2021.10 | 0.503 | — | |
| sRGCNN2021.10 | 0.551 | — | |
| ASD-VAEMissing rate=99.5%, Missing setting=structural missing2026.01 | — | 132.977 | |
| FPMissing rate=99.5%, Missing setting=structural missing2026.01 | — | 2.282 | |
| FSD-CAPMissing rate=99.5%, Missing setting=structural missing2026.01 | — | 3.103 | |
| GRAFENNEMissing rate=99.5%, Missing setting=structural missing2026.01 | — | 30.133 | |
| PaGCNMissing rate=99.5%, Missing setting=structural missing2026.01 | — | 6.035 | |
| PCFIMissing rate=99.5%, Missing setting=structural missing2026.01 | — | 2.797 |