| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Pileup qq→gg | TSA-T3A | F1 Score64.02 | 11 | 22d ago | |
| Pileup gg→qq | TSA-T3A | F1 Score62.03 | 11 | 22d ago | |
| Pileup PU140→30 | TSA-T3A | F1 Score0.3572 | 11 | 22d ago | |
| Pileup PU30→140 | TSA-T3A | F1 Score7.12 | 11 | 22d ago | |
| Pileup PU50→10 | TSA-T3A | F1 Score60.22 | 11 | 22d ago | |
| Pileup PU10→50 | TSA-T3A | F1 Score33.31 | 11 | 22d ago | |
| Pileup PU30→10 | TSA-T3A | F1 Score64 | 11 | 22d ago | |
| Pileup PU10→30 | TSA-T3A | F1 Score43.86 | 11 | 22d ago | |
| Synthetic CSBMs 0.775 → 0.041 homophily ratio (test) | TSA-TENT | Accuracy39.11 | 7 | 22d ago | |
| CSBMs 0.041 → 0.775 homophily ratio synthetic (test) | TSA-TENT | Accuracy49.47 | 7 | 22d ago | |
| METIS k=15 | Sync-SGD | PR-AUC (C2 Partition)99.5 | 7 | 26d ago | |
| Flickr | DREAM | Training Time (s)12.45 | 5 | 3mo ago | |
| A-Photo | DREAM | Avg Training Time (s)6.84 | 5 | 3mo ago | |
| DBLP | PIGNN | Training Time (s)6.74 | 5 | 3mo ago | |
| CiteSeer | DREAM | Training Time (s)4.17 | 5 | 3mo ago | |
| Cora | DREAM | Average training time (s)3.66 | 5 | 3mo ago | |
| PPI | DepGraph | Micro-F196.1 | 4 | 3mo ago |
