Model Poisoning Defense on FHWA benchmark leaderboard · SOTA2 Research

Model Poisoning Defense on FHWA

0.0012MSELOGSAFE

Evaluation Results

Method	Links
LOGSAFE2024.11		0.0012	0.0261
LOGSAFE2024.11		0.0014	0.0318
LOGSAFE2024.11		0.0014	0.0318
LOGSAFE2024.11		0.0014	0.0318
Krum2024.11		0.0049	0.0475
RFA2024.11		0.0124	0.0805
RFA2024.11		0.0126	0.0823
RFA2024.11		0.0135	0.0874
RFA2024.11		0.0135	0.0874
FLDetector2024.11		0.0194	0.0971
Krum2024.11		0.0226	0.0882
FLDetector2024.11		0.0233	0.1239
FLDetector2024.11		0.0233	0.1239
RLR2024.11		0.0254	0.1154
RLR2024.11		0.0254	0.1154
Krum2024.11		0.0257	0.1021
Krum2024.11		0.0257	0.1021
RLR2024.11		0.026	0.1214
Multi-Krum2024.11		0.0279	0.1377
Multi-Krum2024.11		0.0279	0.1377
Multi-Krum2024.11		0.0287	0.1396
FLAME2024.11		0.0297	0.1221
FLAME2024.11		0.0297	0.1221
FLAME2024.11		0.0297	0.1221
FLAME2024.11		0.0358	0.1397
FLDetector2024.11		0.0395	0.1647
FoolsGold2024.11		0.1003	0.2576
FoolsGold2024.11		0.1333	0.5459
FoolsGold2024.11		0.1333	0.296
ARAGG2024.11		0.2207	0.4212
ARAGG2024.11		0.2211	0.4215
ARAGG2024.11		0.2433	0.4366
ARAGG2024.11		0.5772	0.6744
Multi-Krum2024.11		1.001	0.908
RLR2024.11		1.325	1.032
FoolsGold2024.11		2.394	1.368