Federated Time Series Forecasting on PDCCH
0.0043MSEFLDetector
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FLDetectorAttack ratio (ε)=0.12024.11 | 0.0043 | 0.0408 | |
| Multi-KrumAttack ratio (ε)=0.052024.11 | 0.0044 | 0.0379 | |
| LOGSAFEAttack ratio (ε)=0.22024.11 | 0.0045 | 0.0376 | |
| LOGSAFEAttack ratio (ε)=0.32024.11 | 0.0045 | 0.0382 | |
| FLAMEAttack ratio (ε)=0.052024.11 | 0.0046 | 0.0394 | |
| FLAMEAttack ratio (ε)=0.12024.11 | 0.0047 | 0.0389 | |
| FLDetectorAttack ratio (ε)=0.052024.11 | 0.0047 | 0.0393 | |
| LOGSAFEAttack ratio (ε)=0.052024.11 | 0.0047 | 0.0384 | |
| LOGSAFEAttack ratio (ε)=0.12024.11 | 0.0047 | 0.0387 | |
| LOGSAFEAttack ratio (ε)=0.52024.11 | 0.0047 | 0.0395 | |
| RFAAttack ratio (ε)=0.052024.11 | 0.0048 | 0.0388 | |
| RFAAttack ratio (ε)=0.52024.11 | 0.0048 | 0.0388 | |
| FLAMEAttack ratio (ε)=0.22024.11 | 0.005 | 0.0391 | |
| FLAMEAttack ratio (ε)=0.32024.11 | 0.005 | 0.0393 | |
| KrumAttack ratio (ε)=0.22024.11 | 0.0051 | 0.0435 | |
| RFAAttack ratio (ε)=0.12024.11 | 0.0051 | 0.0392 | |
| RFAAttack ratio (ε)=0.32024.11 | 0.0052 | 0.0395 | |
| RFAAttack ratio (ε)=0.22024.11 | 0.0053 | 0.0398 | |
| ARAGGAttack ratio (ε)=0.052024.11 | 0.0063 | 0.048 | |
| ARAGGAttack ratio (ε)=0.12024.11 | 0.0067 | 0.0536 | |
| KrumAttack ratio (ε)=0.52024.11 | 0.0068 | 0.0425 | |
| KrumAttack ratio (ε)=0.12024.11 | 0.007 | 0.0485 | |
| KrumAttack ratio (ε)=0.32024.11 | 0.0072 | 0.0496 | |
| FoolsGoldAttack ratio (ε)=0.052024.11 | 0.0076 | 0.0492 | |
| KrumAttack ratio (ε)=0.052024.11 | 0.0078 | 0.0505 | |
| FoolsGoldAttack ratio (ε)=0.12024.11 | 0.008 | 0.0605 | |
| ARAGGAttack ratio (ε)=0.22024.11 | 0.0106 | 0.0669 | |
| ARAGGAttack ratio (ε)=0.32024.11 | 0.0138 | 1.037 | |
| ARAGGAttack ratio (ε)=0.52024.11 | 0.0138 | 0.0902 | |
| FoolsGoldAttack ratio (ε)=0.52024.11 | 0.0424 | 0.1394 | |
| FoolsGoldAttack ratio (ε)=0.32024.11 | 0.0551 | 0.1594 | |
| FoolsGoldAttack ratio (ε)=0.22024.11 | 0.0765 | 0.195 | |
| FLAMEAttack ratio (ε)=0.52024.11 | 0.078 | 0.2025 | |
| RLRAttack ratio (ε)=0.052024.11 | 0.0978 | 0.2679 | |
| Multi-KrumAttack ratio (ε)=0.12024.11 | 0.2987 | 0.3869 | |
| Multi-KrumAttack ratio (ε)=0.22024.11 | 0.7665 | 0.7005 | |
| Multi-KrumAttack ratio (ε)=0.32024.11 | 1.178 | 0.8686 | |
| FLDetectorAttack ratio (ε)=0.32024.11 | 1.788 | 1.156 | |
| FLDetectorAttack ratio (ε)=0.22024.11 | 1.862 | 1.17 | |
| RLRAttack ratio (ε)=0.12024.11 | 2.011 | 1.117 | |
| RLRAttack ratio (ε)=0.32024.11 | 2.456 | 1.367 | |
| RLRAttack ratio (ε)=0.22024.11 | 2.515 | 1.403 | |
| Multi-KrumAttack ratio (ε)=0.52024.11 | 7.643 | 2.181 | |
| FLDetectorAttack ratio (ε)=0.52024.11 | 10.97 | 2.65 | |
| RLRAttack ratio (ε)=0.52024.11 | 39.88 | 5.82 |