Image Classification on CIFAR (test)
78AccuracySMPNN
Evaluation Results
| Method | Links | |
|---|---|---|
| SMPNNLabels=10002024.10 | 78 | |
| DIFFormer-sLabels=10002024.10 | 76.6 | |
| SMPNNLabels=5002024.10 | 76.2 | |
| DIFFormer-aLabels=10002024.10 | 75.9 | |
| MLPLabels=10002024.10 | 75.4 | |
| DIFFormer-sLabels=5002024.10 | 74.8 | |
| GCN-kNNLabels=10002024.10 | 74.7 | |
| GLCNLabels=10002024.10 | 74.7 | |
| ManiRegLabels=10002024.10 | 74.3 | |
| GAT-kNNLabels=10002024.10 | 74.1 | |
| DIFFormer-aLabels=5002024.10 | 74 | |
| MLPLabels=5002024.10 | 73.2 | |
| GCN-kNNLabels=5002024.10 | 72.9 | |
| GLCNLabels=5002024.10 | 72.8 | |
| ManiRegLabels=5002024.10 | 72.6 | |
| GAT-kNNLabels=5002024.10 | 72.4 | |
| DIFFormer-aLabels=1002024.10 | 69.3 | |
| DIFFormer-sLabels=1002024.10 | 69.1 | |
| SMPNNLabels=1002024.10 | 68.6 | |
| ManiRegLabels=1002024.10 | 67 | |
| GCN-kNNLabels=1002024.10 | 66.7 | |
| GLCNLabels=1002024.10 | 66.6 | |
| GAT-kNNLabels=1002024.10 | 66 | |
| MLPLabels=1002024.10 | 65.9 | |
| Full-Random50Keep=50%, Evaluation Protocol=Zero-shot2026.05 | 30.15 | |
| FullKeep=100%, Evaluation Protocol=Zero-shot2026.05 | 29.97 | |
| CPI (Ours50)Keep=50%, Evaluation Protocol=Zero-shot2026.05 | 29.95 | |
| Align-only top50Keep=50%, Evaluation Protocol=Zero-shot2026.05 | 27.86 |