Federated Class-Incremental Learning on TinyImageNet scale-up (Heterogeneous)
37.54FAAPRO-MAX
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PRO-MAXSetting=Heterogeneous2026.06 | 37.54 | 54.18 | 35.96 | 1.19 | |
| PROSetting=Heterogeneous2026.06 | 33.28 | 51.96 | 42.84 | 1.14 | |
| FedCBDRSetting=Heterogeneous2026.06 | 29.46 | 48.37 | 49.72 | 2.8 | |
| FedSSISetting=Heterogeneous2026.06 | 25.64 | 44.18 | 54.86 | 2.15 | |
| FedSpaceSetting=Heterogeneous2026.06 | 24.88 | 43.76 | 56.31 | 2.25 | |
| HRSetting=Heterogeneous2026.06 | 23.16 | 44.25 | 58.92 | 3.2 | |
| MFCLSetting=Heterogeneous2026.06 | 20.42 | 42.33 | 63.84 | 3 | |
| TARGETSetting=Heterogeneous2026.06 | 18.96 | 40.76 | 66.48 | 2.8 | |
| FedProtoSetting=Heterogeneous2026.06 | 11.48 | 37.84 | 76.72 | 1.08 | |
| FedProxSetting=Heterogeneous2026.06 | 4.86 | 34.62 | 88.64 | 1 | |
| FedAvgSetting=Heterogeneous2026.06 | 3.72 | 32.18 | 90.12 | 1 |