Federated Image Classification on CIFAR-10 IID (test) benchmark leaderboard · SOTA2 Research

Federated Image Classification on CIFAR-10 IID (test)

92.04CBA MTAFedAvg

Evaluation Results

Method	Links
FedAvg2026.05		92.04	99.34	92.27	21.21	92.16	97.62	92.16	72.72
FLShield2026.05		91.97	96.97	91.68	34.56	91.48	95.43	91.71	75.65
SPMC2026.05		91.77	99.09	92.07	31.84	91.8	98.25	91.88	76.39
AlignIns2026.05		91.42	0.23	90.65	0.27	90.83	0.29	90.97	0.26
FoolsGold2026.05		91.22	0.28	90.96	0.37	90.88	0.74	91.02	0.46
FedSurrogate2026.05		91.17	0.28	91.15	0.34	91.35	0.48	91.22	0.37
Snowball2026.05		89.17	0.4	87.67	0.5	84.59	0.76	87.14	0.55
FedGrad2026.05		89.1	0.6	90.21	0.43	85.06	99.92	88.12	33.65
FLAME2026.05		88.88	0.76	88.83	0.7	88.06	0.66	88.59	0.71