Federated Class-Incremental Learning on CIFAR-100 Homogeneous (incremental-stream)
46.72FAAPRO-MAX
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PRO-MAXRegime=Matched Resource, Group=Ours, Budget=Projected memory, Communication Cost=1.00×2026.06 | 46.72 | 67.9 | 23.64 | |
| PRO-MAXRegime=Expanded Resource, Group=Ours, Budget=Projected memory, Communication Cost=1.16×2026.06 | 46.72 | 67.9 | 23.64 | |
| FedCBDRRegime=Expanded Resource, Group=Heterogeneous FCIL, Budget=Replay, Communication Cost=2.80×2026.06 | 45.76 | 68.8 | 25.84 | |
| HRRegime=Expanded Resource, Group=Generator / replay FCIL, Budget=Hybrid, Communication Cost=3.20×2026.06 | 45.34 | 68.7 | 26.38 | |
| MFCLRegime=Expanded Resource, Group=Generator / replay FCIL, Budget=Synthetic, Communication Cost=3.00×2026.06 | 44.02 | 70.1 | 29.12 | |
| PRORegime=Matched Resource, Group=Ours, Budget=Projected memory, Communication Cost=1.00×2026.06 | 43.86 | 67.2 | 27.36 | |
| PRORegime=Expanded Resource, Group=Ours, Budget=Projected memory, Communication Cost=1.12×2026.06 | 43.86 | 67.2 | 27.36 | |
| TARGETRegime=Expanded Resource, Group=Generator / replay FCIL, Budget=Synthetic, Communication Cost=2.80×2026.06 | 43.18 | 70.22 | 30.66 | |
| FedCBDRRegime=Matched Resource, Group=Heterogeneous FCIL, Budget=Replay, Communication Cost=1.25×2026.06 | 41.42 | 69.18 | 31.88 | |
| HRRegime=Matched Resource, Group=Generator / replay FCIL, Budget=Hybrid, Communication Cost=1.35×2026.06 | 40.76 | 68.92 | 32.64 | |
| FedSSIRegime=Expanded Resource, Group=Heterogeneous FCIL, Budget=Memory, Communication Cost=1.15×2026.06 | 40.58 | 66.82 | 34.18 | |
| FedSSIRegime=Matched Resource, Group=Heterogeneous FCIL, Budget=Memory, Communication Cost=1.10×2026.06 | 39.84 | 66.24 | 34.96 | |
| FedSpaceRegime=Expanded Resource, Group=Heterogeneous FCIL, Budget=Proto, Communication Cost=1.25×2026.06 | 39.28 | 66.14 | 35.12 | |
| FedSpaceRegime=Matched Resource, Group=Heterogeneous FCIL, Budget=Proto, Communication Cost=1.15×2026.06 | 38.72 | 65.82 | 35.76 | |
| MFCLRegime=Matched Resource, Group=Generator / replay FCIL, Budget=Synthetic, Communication Cost=1.30×2026.06 | 37.84 | 67.36 | 36.22 | |
| TARGETRegime=Matched Resource, Group=Generator / replay FCIL, Budget=Synthetic, Communication Cost=1.22×2026.06 | 35.92 | 66.58 | 39.48 | |
| FedProtoRegime=Matched Resource, Group=FL only, Budget=Proto, Communication Cost=1.08×2026.06 | 20.65 | 60.88 | 62.4 | |
| FedProxRegime=Matched Resource, Group=FL only, Budget=None, Communication Cost=1.00×2026.06 | 11.27 | 62.04 | 78.92 | |
| FedAvgRegime=Matched Resource, Group=FL only, Budget=None, Communication Cost=1.00×2026.06 | 10.84 | 62.14 | 79.86 |