Autism Spectrum Disorder Classification on FedASD Global (test)
67.65Mean AUCCentralized
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CentralizedModel setting=Homogeneous Models2025.03 | 67.65 | — | — | — | — | |
| FedSKDModel setting=Homogeneous Models2025.03 | 67.55 | 66.49 | 67.83 | 68.18 | 67.7 | |
| FedSKDModel setting=Heterogeneous Models2025.03 | 67.1 | 67.44 | 66.36 | 67.93 | 66.69 | |
| FedCrossModel setting=Homogeneous Models2025.03 | 66.12 | — | — | — | — | |
| CentralizedModel setting=Heterogeneous Models2025.03 | 66.02 | 65.85 | 67.13 | 65.18 | 65.91 | |
| FedBNModel setting=Homogeneous Models2025.03 | 65.38 | 65.48 | 66.15 | 65.57 | 64.31 | |
| FedAvgModel setting=Homogeneous Models2025.03 | 64.7 | — | — | — | — | |
| FedProxModel setting=Homogeneous Models2025.03 | 64.55 | — | — | — | — | |
| FedCrossModel setting=Heterogeneous Models2025.03 | 63.41 | 63.33 | 62.89 | 63.9 | 63.51 | |
| pFedAFMModel setting=Homogeneous Models2025.03 | 63.21 | 61.07 | 64.32 | 62.93 | 64.52 | |
| pFedAFMModel setting=Heterogeneous Models2025.03 | 63.1 | 59.58 | 63.65 | 64.82 | 64.35 | |
| LocalModel setting=Homogeneous Models2025.03 | 61.17 | 59.53 | 62.6 | 62.1 | 60.47 | |
| LocalModel setting=Heterogeneous Models2025.03 | 61.05 | 60.34 | 61.01 | 61.78 | 61.08 | |
| AlFeCoModel setting=Heterogeneous Models2025.03 | 61.05 | 59.96 | 61.49 | 60.53 | 61.05 | |
| FedMRLModel setting=Heterogeneous Models2025.03 | 60.8 | 59.26 | 62.67 | 61.16 | 60.11 | |
| AlFeCoModel setting=Homogeneous Models2025.03 | 60.55 | 59.14 | 60 | 61.84 | 61.23 | |
| FedMRLModel setting=Homogeneous Models2025.03 | 59.91 | 58.02 | 59.63 | 60.82 | 61.16 |