Federated Time Series Forecasting on FHWA benchmark leaderboard · SOTA2 Research

Federated Time Series Forecasting on FHWA

0.0011MSELOGSAFE

Evaluation Results

Method	Links
LOGSAFE2024.11		0.0011	0.0227
LOGSAFE2024.11		0.0011	0.0243
LOGSAFE2024.11		0.0014	0.0267
LOGSAFE2024.11		0.0017	0.0285
LOGSAFE2024.11		0.0019	0.0324
FLDetector2024.11		0.0026	0.0347
Krum2024.11		0.0031	0.0356
RFA2024.11		0.0036	0.0382
RFA2024.11		0.0037	0.0426
RFA2024.11		0.0045	0.0458
RFA2024.11		0.0052	0.0495
Krum2024.11		0.0065	0.0526
ARAGG2024.11		0.0067	0.0691
RFA2024.11		0.0069	0.0547
FLAME2024.11		0.0087	0.058
Krum2024.11		0.009	0.0619
FLAME2024.11		0.0095	0.0626
FLAME2024.11		0.0133	0.0712
FLAME2024.11		0.0153	0.0753
Krum2024.11		0.017	0.0661
Krum2024.11		0.0268	0.0965
FLDetector2024.11		0.0295	0.1159
ARAGG2024.11		0.0375	0.1574
FLDetector2024.11		0.0612	0.1813
FoolsGold2024.11		0.0746	0.2304
FLDetector2024.11		0.093	0.2117
Multi-Krum2024.11		0.1347	0.2897
RLR2024.11		0.182	0.3551
ARAGG2024.11		0.2211	0.4215
FoolsGold2024.11		0.3137	0.4797
ARAGG2024.11		0.3451	0.522
FoolsGold2024.11		0.4878	0.6096
FoolsGold2024.11		0.6487	0.7124
ARAGG2024.11		0.8945	0.8493
FoolsGold2024.11		0.9113	0.8498
Multi-Krum2024.11		1.277	0.8875
RLR2024.11		1.328	0.9699
RLR2024.11		1.488	0.9757
RLR2024.11		3.689	1.562
FLAME2024.11		5.844	1.969
Multi-Krum2024.11		6.326	0.0622
RLR2024.11		7.001	2.096
Multi-Krum2024.11		7.73	2.227
FLDetector2024.11		9.46	2.426
Multi-Krum2024.11		18.05	3.321