Node Classification on Photo semi-supervised (test)
86.6AccuracyFull Dataset
Evaluation results
| Method | Links | |
|---|---|---|
| Full DatasetStrategy=Full Training2026.06 | 86.6 | |
| TALKRatio (%)=5.02026.06 | 85.8 | |
| TALKRatio (%)=3.02026.06 | 85 | |
| GEOMRatio (%)=5.02026.06 | 84.1 | |
| TDALRatio (%)=5.02026.06 | 84 | |
| TALKRatio (%)=1.0, Distillation Strategy=Joint Distill.2026.06 | 83.8 | |
| GEOMRatio (%)=3.02026.06 | 83.8 | |
| GCSNTKRatio (%)=5.02026.06 | 83.8 | |
| TDALRatio (%)=3.02026.06 | 83.6 | |
| GCondRatio (%)=5.02026.06 | 83.6 | |
| GCSNTKRatio (%)=1.0, Distillation Strategy=Reference2026.06 | 83.5 | |
| GCondRatio (%)=3.02026.06 | 83.4 | |
| GCSNTKRatio (%)=3.02026.06 | 83.4 | |
| CLMRatio (%)=5.02026.06 | 83 | |
| GCondRatio (%)=1.0, Distillation Strategy=Reference2026.06 | 82.6 | |
| TDRatio (%)=5.02026.06 | 82.6 | |
| TDALRatio (%)=1.0, Distillation Strategy=Decoupled Distill.2026.06 | 82.5 | |
| GEOMRatio (%)=1.0, Distillation Strategy=Reference2026.06 | 82.5 | |
| TDRatio (%)=3.02026.06 | 82.1 | |
| CLMRatio (%)=3.02026.06 | 82 | |
| TDRatio (%)=1.0, Distillation Strategy=Decoupled Distill.2026.06 | 81.6 | |
| GCDMRatio (%)=5.02026.06 | 81.5 | |
| GCDMRatio (%)=3.02026.06 | 81.4 | |
| RandomRatio (%)=5.02026.06 | 81.4 | |
| RandomRatio (%)=3.02026.06 | 80.4 | |
| GCDMRatio (%)=1.0, Distillation Strategy=Reference2026.06 | 80 | |
| CLMRatio (%)=1.0, Distillation Strategy=Decoupled Distill.2026.06 | 78.3 | |
| K-CenterRatio (%)=5.02026.06 | 78.2 | |
| K-CenterRatio (%)=3.02026.06 | 74.2 | |
| RandomRatio (%)=1.0, Distillation Strategy=Coreset Selection2026.06 | 73.8 | |
| K-CenterRatio (%)=1.0, Distillation Strategy=Coreset Selection2026.06 | 71.5 | |
| ERAlignGNNsetting=semi-supervised2026.06 | 63.27 | |
| ERAlignLLMsetting=semi-supervised2026.06 | 61.82 | |
| TAPEsetting=semi-supervised2026.06 | 59.76 | |
| ENGINEsetting=semi-supervised2026.06 | 57.96 | |
| GLEMsetting=semi-supervised2026.06 | 56.25 | |
| SimTeGsetting=semi-supervised2026.06 | 55.73 | |
| GraphSAGEsetting=semi-supervised2026.06 | 52.17 | |
| GCNsetting=semi-supervised2026.06 | 51.27 | |
| GATsetting=semi-supervised2026.06 | 50.35 | |
| BERTsetting=semi-supervised2026.06 | 49.59 | |
| RoBERTasetting=semi-supervised2026.06 | 49.52 | |
| DeBERTasetting=semi-supervised2026.06 | 47.96 | |
| MLPsetting=semi-supervised2026.06 | 46.21 |