Graph Classification on RDT-B
93.4AccuracyPDF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PDF2023.05 | 93.4 | — | |
| GraphSAGE2023.05 | 92.4 | — | |
| CDLLabel=70%2024.11 | 92.35 | — | |
| CDLLabel=50%2024.11 | 92.05 | — | |
| GLIALabel=70%2024.11 | 91.4 | — | |
| GCLLabel=70%2024.11 | 91.25 | — | |
| CDLLabel=30%2024.11 | 91.15 | — | |
| GLIALabel=50%2024.11 | 90.9 | — | |
| GCLLabel=50%2024.11 | 90.8 | — | |
| DRGCLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 90.8 | 3.57 | |
| NIDCLEvaluation protocol=Unsupervised representation learning2024.05 | 90.7 | — | |
| MGCLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 90.46 | 1.42 | |
| GCLLabel=30%2024.11 | 90.4 | — | |
| GLIALabel=30%2024.11 | 90.35 | — | |
| RGCLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 90.3 | 4.71 | |
| AD-GCL-FIXlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 90.1 | — | |
| AD-GCLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 90.1 | 7.28 | |
| NID AutoGCLEvaluation protocol=Unsupervised representation learning2024.05 | 89.8 | — | |
| G-MixupLabel=50%2024.11 | 89.8 | — | |
| G-MixupLabel=70%2024.11 | 89.7 | — | |
| GTR2026.03 | 89.65 | — | |
| GraphCLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 89.53 | 6.42 | |
| GraphCLEvaluation protocol=Unsupervised representation learning2024.05 | 89.5 | — | |
| G-MixupLabel=30%2024.11 | 89.5 | — | |
| simGRACELearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 89.5 | 4.14 | |
| GraphCLlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 89.11 | — | |
| InfoGraphlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 88.66 | — | |
| AutoGCLEvaluation protocol=Unsupervised representation learning2024.05 | 88.5 | — | |
| GCNLabel=70%2024.11 | 88.5 | — | |
| AWE2023.05 | 87.89 | — | |
| SS-GCN-Alabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 87.74 | — | |
| GAElabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 87.69 | — | |
| GCNLabel=50%2024.11 | 87.3 | — | |
| F-GINSupervision=Fully supervised2021.06 | 86.79 | — | |
| F-GINSupervision=Fully supervised2021.06 | 86.79 | — | |
| GCNLabel=30%2024.11 | 86.65 | — | |
| No Pre-Trainlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 86.63 | — | |
| AutoGCLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 86.6 | 7.14 | |
| JOAOv2Learning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 86.42 | 7.28 | |
| JOAOEvaluation protocol=Unsupervised representation learning2024.05 | 86.4 | — | |
| PSCN2023.05 | 86.3 | — | |
| CaCoSE2026.03 | 85.7 | — | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 85.52 | — | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 85.52 | — | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 85.52 | — | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 85.52 | — | |
| SDRF2026.03 | 85.4 | — | |
| JOAOLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 85.29 | 7.85 | |
| BORF2026.03 | 84.92 | — | |
| MVGRLEvaluation protocol=Unsupervised representation learning2024.05 | 84.5 | — | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 83.74 | — | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 83.74 | — | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 83.41 | — | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 83.41 | — | |
| FOSR2026.03 | 83.25 | — | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 82.63 | — | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 82.63 | — | |
| InfoGraphLearning Paradigm=Unsupervised Learning, Backbone=GIN2019.07 | 82.5 | — | |
| InfoGraphEvaluation protocol=Unsupervised representation learning2024.05 | 82.5 | — | |
| InfoGraphLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 82.5 | 7 | |
| MVGRLLearning Protocol=unsupervised representation learning, Evaluation Protocol=linear evaluation protocol, Cross-Validation=10-fold2025.10 | 82 | 8.85 | |
| LASER2026.03 | 81.7 | — | |
| GATLabel=70%2024.11 | 81.05 | — | |
| GOKU2026.03 | 80.55 | — | |
| GATLabel=50%2024.11 | 80 | — | |
| GATLabel=30%2024.11 | 79.3 | — | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 78.79 | — | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 78.79 | — | |
| GCMAELabel=70%2024.11 | 78.35 | — | |
| DGKLearning Paradigm=Graph Kernel2019.07 | 78.04 | — | |
| DGK2023.05 | 78.04 | — | |
| GKLearning Paradigm=Graph Kernel2019.07 | 77.34 | — | |
| GK2023.05 | 77.34 | — | |
| GCMAELabel=50%2024.11 | 77.15 | — | |
| GCMAELabel=30%2024.11 | 76.6 | — | |
| graph2vecLearning Paradigm=Unsupervised Learning2019.07 | 75.78 | — | |
| DR2026.03 | 73.6 | — | |
| sub2vecLearning Paradigm=Unsupervised Learning2019.07 | 71.48 | — | |
| WLLearning Paradigm=Graph Kernel2019.07 | 68.82 | — | |
| SPLearning Paradigm=Graph Kernel2019.07 | 64.11 | — | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 58.97 | — | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 58.97 | — | |
| AD-GCLEvaluation protocol=Unsupervised representation learning2024.05 | 53 | — |