| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CoraFull (test) | GatedGCN | Test Accuracy80.7 | 48 | 1mo ago | |
| OGBN-Arxiv (test) | GatedGCN | Test Accuracy75.9 | 48 | 1mo ago | |
| PCQM4M v2 (test) | GatedGCN | Test Accuracy91.7 | 48 | 1mo ago | |
| AQSOL (test) | GatedGCN | Accuracy (Test)83.2 | 48 | 1mo ago | |
| Erdös-Rényi (test) | GAT | Test Accuracy99.8 | 48 | 1mo ago | |
| Dense Erdős-Rényi graphs (average degree 80) | Accuracy100 | 48 | 1mo ago | ||
| Sparse Erdős-Rényi graphs average degree 4 | Accuracy98 | 48 | 1mo ago | ||
| Douban | AVATAR-L2 | MRR91.8 | 45 | 1mo ago | |
| Regular Random Graphs degree 10 | FGNN PROJ | Accuracy100 | 30 | 1mo ago | |
| Yeast PPI real-world networks | FAQ(Dcx) | Accuracy84.2 | 25 | 1mo ago | |
| Cora | GADL | Matching Accuracy88.62 | 24 | 1mo ago | |
| Arena | GADL | Matching Accuracy98.27 | 24 | 1mo ago | |
| Celegans | GADL | Matching Accuracy92.82 | 24 | 1mo ago | |
| Coauthor CS | GADL | Matching Accuracy97.76 | 21 | 1mo ago | |
| Synthetic Erdos-Renyi graphs (n=300) | iPG | Loss0.0585 | 13 | 2mo ago | |
| Synthetic Erdos-Renyi graphs n=400 | iPG | Loss0.0395 | 13 | 2mo ago | |
| Synthetic Erdos-Renyi graphs n=200 (test) | BAPG | Loss0.106 | 13 | 2mo ago | |
| Synthetic Erdos-Renyi graphs n=500 (test) | iPG | Loss0.0325 | 13 | 2mo ago | |
| Synthetic Erdos-Renyi graphs n=100 | BAPG | Loss0.0305 | 13 | 2mo ago | |
| Allmv-Imdb | GlobAlign | Hits@196.3 | 9 | 4mo ago | |
| INF-EUROROAD 20% noise | Normalized Cross Entropy (NCE)714 | 8 | 1mo ago | ||
| INF-EUROROAD (10% noise) | Normalized Cross Entropy (NCE)818 | 8 | 1mo ago | ||
| CA-NETSCIENCE 20% noise | Normalized Cross Entropy (NCE)629 | 8 | 1mo ago | ||
| CA-NETSCIENCE (10% noise) | NCE794 | 8 | 1mo ago | ||
| YEAST25LC 10% noise | Normalized Cross Entropy7,035 | 8 | 1mo ago |
