Graph Classification on SpuriousMotif (test) (b-thresholds)
0.8207Performance (b=0.5)GOODFormer
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GOODFormer2025.08 | 0.8207 | — | 0.8257 | 0.7255 | |
| LiSABackbone=GIN2023.03 | 0.529 | 0.53 | 0.501 | 0.474 | |
| V-RexBackbone=GIN2023.03 | 0.518 | 0.526 | 0.484 | 0.452 | |
| ERMBackbone=GIN2023.03 | 0.505 | 0.509 | 0.49 | 0.448 | |
| IRMBackbone=GIN2023.03 | 0.501 | 0.502 | 0.486 | 0.443 | |
| GIBBackbone=GIN2023.03 | 0.492 | 0.524 | 0.43 | 0.355 | |
| AttentionBackbone=GIN2023.03 | 0.484 | 0.514 | 0.452 | 0.43 | |
| GraphGPS2025.08 | 0.4689 | — | 0.5265 | 0.4858 | |
| DIRBackbone=GIN2023.03 | 0.459 | 0.468 | 0.427 | 0.386 | |
| TopKPoolBackbone=GIN2023.03 | 0.432 | 0.439 | 0.482 | 0.366 | |
| EXPHORMER2025.08 | 0.4017 | — | 0.4798 | 0.6035 |