Federated Class-Incremental Learning on CLINC150
72.36FAA ScorePRO-MAX
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRO-MAXSetting=Homogeneous2026.06 | 72.36 | 81.72 | 20.18 | 1.14 | |
| PROSetting=Homogeneous2026.06 | 68.92 | 80.36 | 25.42 | 1.1 | |
| PRO-MAXSetting=Heterogeneous2026.06 | 67.84 | 78.48 | 25.92 | 1.14 | |
| FedSeITSetting=Homogeneous2026.06 | 65.42 | 78.16 | 30.74 | 1.25 | |
| PROSetting=Heterogeneous2026.06 | 63.92 | 76.86 | 31.24 | 1.1 | |
| FedSeITSetting=Heterogeneous2026.06 | 59.74 | 74.08 | 36.84 | 1.25 | |
| FedProtoSetting=Homogeneous2026.06 | 55.48 | 73.15 | 43.68 | 1.06 | |
| FedProxSetting=Homogeneous2026.06 | 49.02 | 71.84 | 52.14 | 1 | |
| FedProtoSetting=Heterogeneous2026.06 | 48.72 | 68.84 | 50.68 | 1.06 | |
| FedAvgSetting=Homogeneous2026.06 | 47.36 | 71.22 | 54.85 | 1 | |
| FedProxSetting=Heterogeneous2026.06 | 41.38 | 66.12 | 60.94 | 1 | |
| FedAvgSetting=Heterogeneous2026.06 | 39.76 | 65.48 | 63.16 | 1 |