Federated Learning Defense on N-BaIoT Label-Flipping Attack Scenario 1 (test) benchmark leaderboard · SOTA2 Research

Federated Learning Defense on N-BaIoT Label-Flipping Attack Scenario 1 (test)

97.41AccuracyFedAvg

Evaluation Results

Method	Links
FedAvg2026.01		97.41	97.35	1.85
SecureDyn-FL2026.01		97.21	96.12	7.2
SecureDyn-FL2026.01		96.71	95.87	0.72
Shield FL2026.01		96.13	96.12	3.45
SecureDyn-FL2026.01		96.02	96.45	5.12
Shield FL2026.01		93.31	91.65	12.47
FedAvg2026.01		91.52	90.67	12.97
FedAvg2026.01		81.85	81.45	14.67
FL trust2026.01		73.81	62.51	62.1
Trimmed Mean2026.01		51.75	0	100
FL-Defender2026.01		51.32	0	100
Shield FL2026.01		46.95	62.91	100
FL-Defender2026.01		46.95	62.81	100
FL trust2026.01		46.89	62.65	100
Trimmed Mean2026.01		45.91	62.94	100
FL trust2026.01		45.85	62.12	50.34
FL-Defender2026.01		45.85	62.12	50.34
Trimmed Mean2026.01		45.67	62.12	50.45