Federated Time Series Forecasting on FHWA
0.0011MSELOGSAFE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOGSAFEAttack ratio (ε)=0.22024.11 | 0.0011 | 0.0227 | |
| LOGSAFEAttack ratio (ε)=0.32024.11 | 0.0011 | 0.0243 | |
| LOGSAFEAttack ratio (ε)=0.052024.11 | 0.0014 | 0.0267 | |
| LOGSAFEAttack ratio (ε)=0.12024.11 | 0.0017 | 0.0285 | |
| LOGSAFEAttack ratio (ε)=0.52024.11 | 0.0019 | 0.0324 | |
| FLDetectorAttack ratio (ε)=0.052024.11 | 0.0026 | 0.0347 | |
| KrumAttack ratio (ε)=0.32024.11 | 0.0031 | 0.0356 | |
| RFAAttack ratio (ε)=0.12024.11 | 0.0036 | 0.0382 | |
| RFAAttack ratio (ε)=0.32024.11 | 0.0037 | 0.0426 | |
| RFAAttack ratio (ε)=0.052024.11 | 0.0045 | 0.0458 | |
| RFAAttack ratio (ε)=0.22024.11 | 0.0052 | 0.0495 | |
| KrumAttack ratio (ε)=0.52024.11 | 0.0065 | 0.0526 | |
| ARAGGAttack ratio (ε)=0.052024.11 | 0.0067 | 0.0691 | |
| RFAAttack ratio (ε)=0.52024.11 | 0.0069 | 0.0547 | |
| FLAMEAttack ratio (ε)=0.12024.11 | 0.0087 | 0.058 | |
| KrumAttack ratio (ε)=0.12024.11 | 0.009 | 0.0619 | |
| FLAMEAttack ratio (ε)=0.052024.11 | 0.0095 | 0.0626 | |
| FLAMEAttack ratio (ε)=0.22024.11 | 0.0133 | 0.0712 | |
| FLAMEAttack ratio (ε)=0.32024.11 | 0.0153 | 0.0753 | |
| KrumAttack ratio (ε)=0.22024.11 | 0.017 | 0.0661 | |
| KrumAttack ratio (ε)=0.052024.11 | 0.0268 | 0.0965 | |
| FLDetectorAttack ratio (ε)=0.22024.11 | 0.0295 | 0.1159 | |
| ARAGGAttack ratio (ε)=0.12024.11 | 0.0375 | 0.1574 | |
| FLDetectorAttack ratio (ε)=0.32024.11 | 0.0612 | 0.1813 | |
| FoolsGoldAttack ratio (ε)=0.052024.11 | 0.0746 | 0.2304 | |
| FLDetectorAttack ratio (ε)=0.12024.11 | 0.093 | 0.2117 | |
| Multi-KrumAttack ratio (ε)=0.052024.11 | 0.1347 | 0.2897 | |
| RLRAttack ratio (ε)=0.052024.11 | 0.182 | 0.3551 | |
| ARAGGAttack ratio (ε)=0.22024.11 | 0.2211 | 0.4215 | |
| FoolsGoldAttack ratio (ε)=0.12024.11 | 0.3137 | 0.4797 | |
| ARAGGAttack ratio (ε)=0.32024.11 | 0.3451 | 0.522 | |
| FoolsGoldAttack ratio (ε)=0.22024.11 | 0.4878 | 0.6096 | |
| FoolsGoldAttack ratio (ε)=0.32024.11 | 0.6487 | 0.7124 | |
| ARAGGAttack ratio (ε)=0.52024.11 | 0.8945 | 0.8493 | |
| FoolsGoldAttack ratio (ε)=0.52024.11 | 0.9113 | 0.8498 | |
| Multi-KrumAttack ratio (ε)=0.12024.11 | 1.277 | 0.8875 | |
| RLRAttack ratio (ε)=0.12024.11 | 1.328 | 0.9699 | |
| RLRAttack ratio (ε)=0.22024.11 | 1.488 | 0.9757 | |
| RLRAttack ratio (ε)=0.52024.11 | 3.689 | 1.562 | |
| FLAMEAttack ratio (ε)=0.52024.11 | 5.844 | 1.969 | |
| Multi-KrumAttack ratio (ε)=0.22024.11 | 6.326 | 0.0622 | |
| RLRAttack ratio (ε)=0.32024.11 | 7.001 | 2.096 | |
| Multi-KrumAttack ratio (ε)=0.32024.11 | 7.73 | 2.227 | |
| FLDetectorAttack ratio (ε)=0.52024.11 | 9.46 | 2.426 | |
| Multi-KrumAttack ratio (ε)=0.52024.11 | 18.05 | 3.321 |