Federated Class-Incremental Learning on CIFAR-100
76.66Average FAAFedRAN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FedRANbeta=1.02026.06 | 76.66 | — | — | — | 67.6 | |
| FedRANbeta=0.12026.06 | 76.54 | — | — | — | 67.33 | |
| FedRANbeta=0.52026.06 | 76.5 | — | — | — | 67.32 | |
| STSAbeta=1.02026.06 | 74.37 | — | — | — | 66.99 | |
| STSAbeta=0.52026.06 | 73.53 | — | — | — | 66.06 | |
| STSAbeta=0.12026.06 | 71.74 | — | — | — | 64.21 | |
| FediCaRLbeta=1.02026.06 | 68.76 | — | — | — | 62.51 | |
| FediCaRLbeta=0.52026.06 | 66.05 | — | — | — | 61.1 | |
| FediCaRLbeta=0.12026.06 | 60.76 | — | — | — | 56.42 | |
| FedLwFbeta=1.02026.06 | 59.79 | — | — | — | 44.35 | |
| FedLwFbeta=0.52026.06 | 55.71 | — | — | — | 38.24 | |
| TARGETbeta=1.02026.06 | 53.58 | — | — | — | 35.02 | |
| FedLwFbeta=0.12026.06 | 52.97 | — | — | — | 39.11 | |
| TARGETbeta=0.52026.06 | 51.84 | — | — | — | 34.27 | |
| TARGETbeta=0.12026.06 | 48.61 | — | — | — | 30.76 | |
| FedEWCbeta=1.02026.06 | 42.81 | — | — | — | 21.7 | |
| FedEWCbeta=0.52026.06 | 41.46 | — | — | — | 21.42 | |
| FedEWCbeta=0.12026.06 | 37.39 | — | — | — | 17.75 | |
| Finetunebeta=1.02026.06 | 37.02 | — | — | — | 17.12 | |
| Finetunebeta=0.52026.06 | 36.09 | — | — | — | 16.57 | |
| Finetunebeta=0.12026.06 | 34.43 | — | — | — | 15.65 | |
| C²PromptPublication=This Paper2025.09 | — | 89.93 | 87.67 | 83.25 | — | |
| CCVRPublication=NeurIPS 20212025.09 | — | 79.95 | 75.14 | 65.3 | — | |
| CODA-PPublication=CVPR 20232025.09 | — | 82.25 | 61.82 | 46.74 | — | |
| EWCPublication=NAS 20172025.09 | — | 78.46 | 72.42 | 64.51 | — | |
| FedProtoPublication=AAAI 20222025.09 | — | 75.79 | 70.02 | 60.55 | — | |
| FisherAVGPublication=NeurIPS 20222025.09 | — | 76.1 | 74.43 | 65.31 | — | |
| L2PPublication=CVPR 20222025.09 | — | 83.88 | 61.54 | 55 | — | |
| LoRMPublication=ICLR 20252025.09 | — | 86.95 | 81.76 | 82.76 | — | |
| LwFPublication=PAMI 20172025.09 | — | 62.87 | 55.56 | 47.09 | — | |
| PILoRAPublication=ECCV 20242025.09 | — | 76.48 | 75.81 | 74.8 | — | |
| PowderPublication=ICML 20242025.09 | — | 87.46 | 85.33 | 82.03 | — | |
| RegMeanPublication=ICLR 20232025.09 | — | 59.8 | 45.88 | 39.08 | — | |
| TARGETPublication=ICCV 20232025.09 | — | 74.72 | 72.32 | 62.6 | — |