Federated Class-Incremental Learning on THUCNews 10
85.16FAA ScorePRO-MAX
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRO-MAXSetting=Homogeneous2026.06 | 85.16 | 88.02 | 10.96 | 1.14 | |
| PROSetting=Homogeneous2026.06 | 82.94 | 87.24 | 13.82 | 1.1 | |
| PRO-MAXSetting=Heterogeneous2026.06 | 81.62 | 85.22 | 16.42 | 1.14 | |
| FedSeITSetting=Homogeneous2026.06 | 78.86 | 85.42 | 18.62 | 1.25 | |
| PROSetting=Heterogeneous2026.06 | 78.42 | 84.08 | 20.84 | 1.1 | |
| FedSeITSetting=Heterogeneous2026.06 | 73.28 | 82.14 | 25.86 | 1.25 | |
| FedProtoSetting=Homogeneous2026.06 | 72.78 | 84.52 | 25.92 | 1.06 | |
| FedProxSetting=Homogeneous2026.06 | 69.36 | 84.06 | 30.64 | 1 | |
| FedAvgSetting=Homogeneous2026.06 | 68.54 | 84.18 | 31.82 | 1 | |
| FedProtoSetting=Heterogeneous2026.06 | 66.24 | 80.48 | 34.82 | 1.06 | |
| FedProxSetting=Heterogeneous2026.06 | 62.42 | 80.13 | 40.16 | 1 | |
| FedAvgSetting=Heterogeneous2026.06 | 61.08 | 79.76 | 41.62 | 1 |