Digit Classification on Digit-Five (test)
92.97Average AccuracyLSS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LSSCommunication rounds (R)=3, Memory=4x2024.10 | 92.97 | — | — | — | — | — | — | |
| FAR2020.06 | 90.39 | 99.12 | 72.27 | 98.6 | 95.44 | 86.52 | — | |
| DIWACommunication rounds (R)=32024.10 | 88.83 | — | — | — | — | — | — | |
| M3SDA-β2020.06 | 87.65 | 98.43 | 72.82 | 96.14 | 89.58 | 81.32 | — | |
| SoupsCommunication rounds (R)=32024.10 | 87.07 | — | — | — | — | — | — | |
| SWADCommunication rounds (R)=32024.10 | 86.84 | — | — | — | — | — | — | |
| M3SDA2020.06 | 86.13 | 98.58 | 69.76 | 95.23 | 87.56 | 78.56 | — | |
| MCD2020.06 | 86.1 | 96.21 | 72.5 | 95.33 | 87.47 | 78.89 | — | |
| MEDA2020.06 | 85.6 | 96.47 | 71.31 | 97.01 | 84.62 | 78.45 | — | |
| SWACommunication rounds (R)=32024.10 | 85.33 | — | — | — | — | — | — | |
| ADDA2020.06 | 84.84 | 97.89 | 71.57 | 92.83 | 86.45 | 75.48 | — | |
| DCTN2020.06 | 84.79 | 96.23 | 70.53 | 92.81 | 86.77 | 77.61 | — | |
| JAN2020.06 | 84.07 | 97.21 | 65.88 | 95.42 | 86.55 | 75.27 | — | |
| FedBABUCommunication rounds (R)=32024.10 | 83.2 | — | — | — | — | — | — | |
| MOONCommunication rounds (R)=32024.10 | 83.02 | — | — | — | — | — | — | |
| FedRepCommunication rounds (R)=32024.10 | 82.02 | — | — | — | — | — | — | |
| DANN2020.06 | 82.01 | 97.6 | 71.3 | 92.33 | 85.34 | 63.48 | — | |
| FedBNCommunication rounds (R)=32024.10 | 81.42 | — | — | — | — | — | — | |
| FedAvgCommunication rounds (R)=32024.10 | 80.48 | — | — | — | — | — | — | |
| DAN2020.06 | 80.44 | 96.31 | 63.78 | 94.24 | 85.43 | 62.45 | — | |
| CORAL2020.06 | 80.07 | 97.21 | 62.53 | 93.45 | 82.77 | 64.4 | — | |
| GlobalHierarchical=false2025.12 | 78.8 | 89.3 | 80.2 | 69.7 | 62.8 | 92.2 | — | |
| DaSHHierarchical=true2025.12 | 78.3 | 89.5 | 78.9 | 69.2 | 62.9 | 91.2 | — | |
| FedProxCommunication rounds (R)=32024.10 | 77.83 | — | — | — | — | — | — | |
| Baseline2020.06 | 77.71 | 90.5 | 63.37 | 88.71 | 82.44 | 63.54 | — | |
| FedFomoCommunication rounds (R)=32024.10 | 76.21 | — | — | — | — | — | — | |
| LSSCommunication rounds (R)=1, Memory=4x2024.10 | 72.86 | — | — | — | — | — | — | |
| FedPLVM2024.03 | 69.25 | 90.7 | 67.16 | 42.08 | 60.08 | 86.24 | 9.88 | |
| FPL2024.03 | 66.88 | 90.12 | 64.02 | 36.78 | 57.36 | 86.1 | 7.51 | |
| FedFA2024.03 | 66.74 | 89.46 | 61.38 | 38.96 | 58.04 | 85.86 | 7.37 | |
| FedPCL2024.03 | 65.59 | 88.84 | 59.96 | 39.7 | 54.7 | 84.74 | 6.22 | |
| FedProto2024.03 | 62.95 | 88.6 | 56.86 | 31.94 | 51.82 | 85.54 | 3.58 | |
| DADA+rec (IV)components=class disentanglement, domain disentanglement, ring loss, reconstruction loss2019.04 | 62.3 | — | 61.1 | 80.1 | 83.7 | 47.2 | — | |
| DIWACommunication rounds (R)=12024.10 | 61.54 | — | — | — | — | — | — | |
| Core-setsHierarchical=false2025.12 | 60.8 | 75.7 | 60.8 | 52.8 | 40.8 | 74 | — | |
| DADA+ring (III)components=class disentanglement, domain disentanglement, ring loss2019.04 | 60.4 | — | 57.5 | 80.1 | 82.9 | 46.2 | — | |
| SoupsCommunication rounds (R)=12024.10 | 59.71 | — | — | — | — | — | — | |
| FedAvg2024.03 | 59.37 | 84.98 | 53.14 | 29.38 | 47 | 82.36 | — | |
| FedProx2024.03 | 59.25 | 85.72 | 52.6 | 28.86 | 46.78 | 82.3 | -0.12 | |
| BiLAFHierarchical=false2025.12 | 57.9 | 62.6 | 50.1 | 56.8 | 52.6 | 67.3 | — | |
| DADA+domain (II)components=class disentanglement, domain disentanglement2019.04 | 57.5 | — | 57.1 | 71.3 | 82.5 | 45.4 | — | |
| SWADCommunication rounds (R)=12024.10 | 57.02 | — | — | — | — | — | — | |
| MCD2019.04 | 56.4 | — | 43.8 | 75.1 | 78.9 | 55.3 | — | |
| DADA+class (I)components=class disentanglement2019.04 | 54.9 | — | 50.1 | 65.4 | 79.8 | 50.4 | — | |
| SWACommunication rounds (R)=12024.10 | 54.13 | — | — | — | — | — | — | |
| ADDA2019.04 | 52.9 | — | 54.8 | 63.5 | 79.6 | 43.5 | — | |
| FreeSelHierarchical=false2025.12 | 52.5 | 87.6 | 65.4 | 39.3 | 40.7 | 29.3 | — | |
| ActiveFTHierarchical=false2025.12 | 52.1 | 58.2 | 48.3 | 53.6 | 41.4 | 59.2 | — | |
| DAN2019.04 | 51.9 | — | 55.3 | 63.2 | 79.3 | 40.2 | — | |
| LocalHierarchical=false2025.12 | 51.2 | 52.7 | 49.4 | 50.9 | 50.9 | 52.2 | — | |
| MOONCommunication rounds (R)=12024.10 | 50.11 | — | — | — | — | — | — | |
| DANN2019.04 | 49.6 | — | 45.2 | 61.8 | 79.3 | 38.7 | — | |
| FedBABUCommunication rounds (R)=12024.10 | 48.02 | — | — | — | — | — | — | |
| Source Only2019.04 | 47.5 | — | 53.5 | 62.9 | 77.9 | 22.6 | — | |
| FedRepCommunication rounds (R)=12024.10 | 47.43 | — | — | — | — | — | — | |
| FedAvgCommunication rounds (R)=12024.10 | 46.36 | — | — | — | — | — | — | |
| UFDN2019.04 | 46.3 | — | 41.6 | 64.5 | 60.7 | 44.6 | — | |
| FedBNCommunication rounds (R)=12024.10 | 46.02 | — | — | — | — | — | — | |
| FedProxCommunication rounds (R)=12024.10 | 44.01 | — | — | — | — | — | — | |
| FedFomoCommunication rounds (R)=12024.10 | 41.87 | — | — | — | — | — | — |