Graph Classification on RDT-M5K
71.5AccuracyAD-GCL
Evaluation Results
| Method | Links | |
|---|---|---|
| AD-GCLEvaluation protocol=Unsupervised representation learning2024.05 | 71.5 | |
| GCLLabel=70%2024.11 | 56.81 | |
| AutoGCLEvaluation protocol=Unsupervised representation learning2024.05 | 56.7 | |
| CDLLabel=70%2024.11 | 56.65 | |
| CDLLabel=50%2024.11 | 56.51 | |
| GLIALabel=50%2024.11 | 56.11 | |
| GLIALabel=70%2024.11 | 56.09 | |
| JOAOEvaluation protocol=Unsupervised representation learning2024.05 | 56 | |
| GCLLabel=50%2024.11 | 55.97 | |
| GraphCLEvaluation protocol=Unsupervised representation learning2024.05 | 55.9 | |
| CDLLabel=30%2024.11 | 55.31 | |
| GLIALabel=30%2024.11 | 55.09 | |
| GCLLabel=30%2024.11 | 55.01 | |
| NIDCLEvaluation protocol=Unsupervised representation learning2024.05 | 55 | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 54.93 | |
| AD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 54.93 | |
| NID AutoGCLEvaluation protocol=Unsupervised representation learning2024.05 | 54.2 | |
| InfoGraphlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 53.61 | |
| GCNLabel=70%2024.11 | 53.59 | |
| GAElabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 53.58 | |
| AD-GCL-FIXlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 53.49 | |
| InfoGraphLearning Paradigm=Unsupervised Learning, Backbone=GIN2019.07 | 53.46 | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 53.43 | |
| NAD-GCL-OPTSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 53.43 | |
| InfoGraphEvaluation protocol=Unsupervised representation learning2024.05 | 53.4 | |
| F-GINSupervision=Fully supervised2021.06 | 53.28 | |
| F-GINSupervision=Fully supervised2021.06 | 53.28 | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 53.05 | |
| GraphCLSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 53.05 | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 53 | |
| AD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 53 | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 52.72 | |
| NAD-GCL-FIXSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 52.72 | |
| GCNLabel=50%2024.11 | 52.59 | |
| GraphCLlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 52.55 | |
| G-MixupLabel=70%2024.11 | 52.31 | |
| G-MixupLabel=50%2024.11 | 52.27 | |
| SS-GCN-Alabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 52.01 | |
| GCNLabel=30%2024.11 | 51.81 | |
| GATLabel=70%2024.11 | 51.53 | |
| G-MixupLabel=30%2024.11 | 51.45 | |
| No Pre-Trainlabel_ratio=10%, backbone=GCN, protocol=10-Fold2021.06 | 51.33 | |
| GATLabel=50%2024.11 | 51.23 | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 51.11 | |
| InfoGraphSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 51.11 | |
| GATLabel=30%2024.11 | 49.83 | |
| graph2vecLearning Paradigm=Unsupervised Learning2019.07 | 47.86 | |
| WLLearning Paradigm=Graph Kernel2019.07 | 46.06 | |
| DGKLearning Paradigm=Graph Kernel2019.07 | 41.27 | |
| GKLearning Paradigm=Graph Kernel2019.07 | 41.01 | |
| SPLearning Paradigm=Graph Kernel2019.07 | 39.55 | |
| sub2vecLearning Paradigm=Unsupervised Learning2019.07 | 36.68 | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 27.52 | |
| RU-GINSupervision=Unsupervised, Downstream Classifier=Linear2021.06 | 27.52 |