HC vs. MCI classification on ADNI (five-fold cross-validation)
90.48AUCBrain TokenGT
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Brain TokenGTcomponents=GIVE + BIGTR2023.07 | 90.48 | 84.62 | — | — | — | |
| Brain TokenGT w/o NInode identifiers=false2023.07 | 88.15 | 91.04 | — | — | — | |
| Brain TokenGT w/o TItype identifiers=false2023.07 | 86.71 | 89.02 | — | — | — | |
| ArtemisParams=19K2026.06 | 85.4 | 84.3 | — | — | 73.5 | |
| Brain TokenGT w/o Iidentifiers=false2023.07 | 85.17 | 84.11 | — | — | — | |
| GIVE + GPglobal pooling=true2023.07 | 83.11 | 85.5 | — | — | — | |
| GIVE w/o et + GPglobal pooling=true2023.07 | 82.83 | 83.97 | — | — | — | |
| EvolveGCN2023.07 | 81.52 | 80.45 | — | — | — | |
| BIGTR itself2023.07 | 76.83 | 71.33 | — | — | — | |
| STGCN2023.07 | 76.62 | 74.77 | — | — | — | |
| BrainNetCNNParams=882K2026.06 | 76 | 79.3 | — | — | 52.4 | |
| IBGNN+2023.07 | 67.95 | 66.79 | — | — | — | |
| BioBGTParams=83K2026.06 | 67.5 | 70.4 | — | — | 48.1 | |
| BrainNetTFParams=164K2026.06 | 65.6 | 76.3 | — | — | 47.4 | |
| PNA2023.07 | 65.25 | 60.35 | — | — | — | |
| BrainNet TF2023.07 | 65.03 | 63.08 | — | — | — | |
| GATParams=13K2026.06 | 63.1 | 67.2 | — | — | 41.2 | |
| GCN2023.07 | 62.86 | 58.33 | — | — | — | |
| SDE-HGNNK-neighbors=102026.03 | 62.41 | 64.68 | 55 | 71.85 | — | |
| BrainGNNParams=46K2026.06 | 62.3 | 61.2 | — | — | 45 | |
| OnionNet2023.07 | 61.52 | 60.2 | — | — | — | |
| GAT2023.07 | 61.11 | 61.54 | — | — | — | |
| BrainGNN2023.07 | 60.94 | 51.8 | — | — | — | |
| GINParams=21K2026.06 | 59.9 | 70.1 | — | — | 36.2 | |
| MLP2023.07 | 59.87 | 51.2 | — | — | — | |
| SDEGCNbaseline_type=longitudinal2026.03 | 59.48 | 59.15 | 30 | 80.74 | — | |
| GCNParams=12K2026.06 | 59.2 | 63.4 | — | — | 46.2 | |
| DwHGCNbaseline_type=cross-sectional2026.03 | 58.76 | 62.77 | 44.33 | 63.35 | — | |
| CI-GNNParams=161K2026.06 | 58.6 | 63.5 | — | — | 18.8 | |
| HyperGALEbaseline_type=cross-sectional2026.03 | 57.33 | 59.53 | 46.45 | 66.38 | — | |
| WHGCNbaseline_type=longitudinal2026.03 | 56.74 | 54.21 | 48.46 | 63.75 | — | |
| HGSTbaseline_type=cross-sectional2026.03 | 56.39 | 60.72 | 41.54 | 67.39 | — | |
| BrainTokenGTbaseline_type=longitudinal2026.03 | 56.28 | 54.21 | 51.3 | 56.64 | — | |
| CALParams=37K2026.06 | 56.1 | 61.6 | — | — | 40 | |
| RF2023.07 | 55.26 | 57.6 | — | — | — | |
| MK-SVM2023.07 | 55 | 47.2 | — | — | — | |
| DGCNNbaseline_type=cross-sectional2026.03 | 54.21 | 63.08 | 40.71 | 69.13 | — | |
| ContrasformerParams=178K2026.06 | 52.8 | 71.3 | — | — | 21.5 | |
| BrainNetCNN2023.07 | 48.06 | 55.73 | — | — | — |