Autism Spectrum Disorder Classification on FedASD Local (test)
79.8AUC (Europe)FedSKD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedSKDModel setting=Homogeneous Models2025.03 | 79.8 | 76.3 | 81.2 | 73.93 | 77.81 | |
| FedSKDModel setting=Heterogeneous Models2025.03 | 75.83 | 76.14 | 79.83 | 74.86 | 76.66 | |
| FedCrossModel setting=Homogeneous Models2025.03 | 72.75 | 72.23 | 78 | 69.92 | 73.23 | |
| AlFeCoModel setting=Homogeneous Models2025.03 | 72.39 | 71.2 | 74.22 | 69.98 | 71.95 | |
| AlFeCoModel setting=Heterogeneous Models2025.03 | 71.73 | 67.29 | 73.25 | 69.79 | 70.51 | |
| pFedAFMModel setting=Homogeneous Models2025.03 | 71.55 | 71.43 | 69.7 | 75.5 | 72.05 | |
| FedCrossModel setting=Heterogeneous Models2025.03 | 70.67 | 70.13 | 72.67 | 71.6 | 71.27 | |
| CentralizedModel setting=Homogeneous Models2025.03 | 70.27 | 71.02 | 75.55 | 72.92 | 72.44 | |
| pFedAFMModel setting=Heterogeneous Models2025.03 | 70.02 | 70.76 | 69.36 | 72.54 | 70.67 | |
| FedBNModel setting=Homogeneous Models2025.03 | 69.48 | 68.69 | 72.47 | 69.52 | 70.04 | |
| FedAvgModel setting=Homogeneous Models2025.03 | 69.21 | 73.18 | 67.94 | 69.36 | 69.92 | |
| LocalModel setting=Heterogeneous Models2025.03 | 68.9 | 67.06 | 69.74 | 69.03 | 68.69 | |
| FedMRLModel setting=Heterogeneous Models2025.03 | 67.15 | 69.34 | 66.85 | 69.78 | 68.28 | |
| FedMRLModel setting=Homogeneous Models2025.03 | 66.88 | 68.09 | 67.79 | 68.72 | 67.87 | |
| CentralizedModel setting=Heterogeneous Models2025.03 | 66.76 | 72.87 | 75.05 | 69.18 | 70.97 | |
| LocalModel setting=Homogeneous Models2025.03 | 66.4 | 68.06 | 66.41 | 70.23 | 67.77 | |
| FedProxModel setting=Homogeneous Models2025.03 | 65.62 | 70.36 | 67.06 | 69.01 | 68.01 |