Cog Score Composite regression on HCP
0.169Mean Absolute ErrorBrainSimSiam
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BrainSimSiamExperimental setting=MLP Probe, Masking=true2026.05 | 0.169 | 0.207 | |
| BrainSimSiamExperimental setting=MLP Probe, Masking=false2026.05 | 0.17 | 0.212 | |
| CGLExperimental setting=End-to-End2026.05 | 0.172 | 0.127 | |
| BrainSimSiamExperimental setting=End-to-End, Masking=false2026.05 | 0.174 | 0.212 | |
| CGL-CNNExperimental setting=End-to-End2026.05 | 0.176 | 0.187 | |
| CGL-CNNExperimental setting=MLP Probe2026.05 | 0.178 | 0.07 | |
| BrainSimSiamExperimental setting=End-to-End, Masking=true2026.05 | 0.178 | 0.198 | |
| CGLExperimental setting=MLP Probe2026.05 | 0.181 | 0.063 | |
| GAT-CNNExperimental setting=Supervised2026.05 | 0.219 | 0.153 | |
| GCN-CNNExperimental setting=Supervised2026.05 | 0.219 | 0.138 | |
| SAGE-CNNExperimental setting=Supervised2026.05 | 0.222 | 0.135 |