Image Classification on CIFAR-100 (20 Personalized Clients)
67.41Client 1 AccuracyFedDPA
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FedDPA2026.02 | 67.41 | 65.95 | 65.39 | 59.52 | 68.64 | 65.34 | 58.85 | 64.41 | 60.85 | 65.35 | 62.61 | 60.01 | 64.73 | 59.39 | 60.62 | 58.12 | 61.59 | 57.1 | 66.52 | 62.98 | 62.77 | |
| Local2026.02 | 63.53 | 62.28 | 60.4 | 58.45 | 62.07 | 64.14 | 58.82 | 62.78 | 62.58 | 62.14 | 60.16 | 57.86 | 61.04 | 60.64 | 59.61 | 57.85 | 62.09 | 58.45 | 62.75 | 58.68 | 60.81 | |
| POTARA2026.02 | 62.39 | 70.18 | 70.09 | 63.63 | 67.94 | 67 | 61.66 | 65.35 | 66.83 | 66.92 | 61.96 | 63.4 | 66.48 | 63.97 | 63.62 | 63.39 | 64.84 | 64.88 | 71.42 | 67.26 | 65.66 | |
| Fisher Merging2026.02 | 62 | 61.39 | 59.64 | 62.54 | 66.22 | 59.56 | 61.12 | 63.31 | 65.22 | 62.25 | 57.62 | 59.58 | 60.2 | 64.56 | 59.3 | 59.75 | 63.83 | 59.87 | 66.39 | 60.39 | 61.73 | |
| FedSA2026.02 | 61.28 | 61.16 | 58.25 | 57.29 | 62.73 | 61.07 | 58.12 | 59.21 | 60.06 | 59.58 | 59.23 | 55.35 | 61 | 58.89 | 57.57 | 57.34 | 58.79 | 57.26 | 63.88 | 60.81 | 59.45 | |
| FedIT2026.02 | 59.52 | 61.35 | 64.25 | 56.98 | 66 | 65.06 | 57.96 | 63.37 | 59.63 | 62.31 | 64.24 | 65.66 | 61.74 | 60.73 | 61.24 | 60.27 | 64.45 | 59.52 | 66.43 | 63.67 | 62.22 | |
| FFA-LoRA2026.02 | 44.37 | 49.25 | 45.24 | 39.74 | 50.88 | 47.09 | 40.24 | 44.65 | 42.76 | 44.13 | 44.74 | 44.8 | 46.04 | 43.08 | 37.66 | 42.66 | 43.7 | 43.16 | 50.26 | 43.53 | 44.4 |