Federated Class-Incremental Learning on CIFAR-100 benchmark leaderboard · SOTA2 Research

Federated Class-Incremental Learning on CIFAR-100

76.66Average FAAFedRAN

Evaluation Results

Method	Links
FedRAN2026.06		76.66	—	—	—	67.6
FedRAN2026.06		76.54	—	—	—	67.33
FedRAN2026.06		76.5	—	—	—	67.32
STSA2026.06		74.37	—	—	—	66.99
STSA2026.06		73.53	—	—	—	66.06
STSA2026.06		71.74	—	—	—	64.21
FediCaRL2026.06		68.76	—	—	—	62.51
FediCaRL2026.06		66.05	—	—	—	61.1
FediCaRL2026.06		60.76	—	—	—	56.42
FedLwF2026.06		59.79	—	—	—	44.35
FedLwF2026.06		55.71	—	—	—	38.24
TARGET2026.06		53.58	—	—	—	35.02
FedLwF2026.06		52.97	—	—	—	39.11
TARGET2026.06		51.84	—	—	—	34.27
TARGET2026.06		48.61	—	—	—	30.76
FedEWC2026.06		42.81	—	—	—	21.7
FedEWC2026.06		41.46	—	—	—	21.42
FedEWC2026.06		37.39	—	—	—	17.75
Finetune2026.06		37.02	—	—	—	17.12
Finetune2026.06		36.09	—	—	—	16.57
Finetune2026.06		34.43	—	—	—	15.65
C²Prompt2025.09		—	89.93	87.67	83.25	—
CCVR2025.09		—	79.95	75.14	65.3	—
CODA-P2025.09		—	82.25	61.82	46.74	—
EWC2025.09		—	78.46	72.42	64.51	—
FedProto2025.09		—	75.79	70.02	60.55	—
FisherAVG2025.09		—	76.1	74.43	65.31	—
L2P2025.09		—	83.88	61.54	55	—
LoRM2025.09		—	86.95	81.76	82.76	—
LwF2025.09		—	62.87	55.56	47.09	—
PILoRA2025.09		—	76.48	75.81	74.8	—
Powder2025.09		—	87.46	85.33	82.03	—
RegMean2025.09		—	59.8	45.88	39.08	—
TARGET2025.09		—	74.72	72.32	62.6	—