Model Poisoning Defense on PDCCH
0.0046MSELOGSAFE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LOGSAFEAttack Technique=Targeted2024.11 | 0.0046 | 0.038 | |
| LOGSAFEAttack Technique=PGD2024.11 | 0.0046 | 0.038 | |
| LOGSAFEAttack Technique=CnS2024.11 | 0.0046 | 0.0385 | |
| LOGSAFEAttack Technique=MR2024.11 | 0.0046 | 0.038 | |
| FLDetectorAttack Technique=CnS2024.11 | 0.0048 | 0.046 | |
| FLAMEAttack Technique=CnS2024.11 | 0.0053 | 0.0482 | |
| Multi-KrumAttack Technique=CnS2024.11 | 0.0058 | 0.055 | |
| FLAMEAttack Technique=Targeted2024.11 | 0.0058 | 0.0563 | |
| FLAMEAttack Technique=PGD2024.11 | 0.0058 | 0.0563 | |
| FLAMEAttack Technique=MR2024.11 | 0.0058 | 0.0563 | |
| RFAAttack Technique=CnS2024.11 | 0.0059 | 0.0581 | |
| RLRAttack Technique=MR2024.11 | 0.0061 | 0.0456 | |
| ARAGGAttack Technique=CnS2024.11 | 0.0065 | 0.0491 | |
| KrumAttack Technique=Targeted2024.11 | 0.0066 | 0.0478 | |
| KrumAttack Technique=PGD2024.11 | 0.0066 | 0.0478 | |
| KrumAttack Technique=MR2024.11 | 0.0066 | 0.0472 | |
| RLRAttack Technique=CnS2024.11 | 0.0069 | 0.0466 | |
| RFAAttack Technique=Targeted2024.11 | 0.0071 | 0.0694 | |
| RFAAttack Technique=PGD2024.11 | 0.0071 | 0.0694 | |
| RFAAttack Technique=MR2024.11 | 0.0072 | 0.0695 | |
| ARAGGAttack Technique=PGD2024.11 | 0.0076 | 0.052 | |
| FLDetectorAttack Technique=Targeted2024.11 | 0.0078 | 0.075 | |
| FLDetectorAttack Technique=PGD2024.11 | 0.0078 | 0.075 | |
| FLDetectorAttack Technique=MR2024.11 | 0.008 | 0.0783 | |
| Multi-KrumAttack Technique=Targeted2024.11 | 0.0105 | 0.091 | |
| Multi-KrumAttack Technique=PGD2024.11 | 0.0105 | 0.091 | |
| Multi-KrumAttack Technique=MR2024.11 | 0.0105 | 0.0909 | |
| ARAGGAttack Technique=Targeted2024.11 | 0.0106 | 0.0669 | |
| KrumAttack Technique=CnS2024.11 | 0.0107 | 0.0854 | |
| RLRAttack Technique=Targeted2024.11 | 0.0111 | 0.0652 | |
| RLRAttack Technique=PGD2024.11 | 0.0111 | 0.0652 | |
| ARAGGAttack Technique=MR2024.11 | 0.0127 | 0.0856 | |
| FoolsGoldAttack Technique=CnS2024.11 | 0.0521 | 0.2155 | |
| FoolsGoldAttack Technique=MR2024.11 | 0.0568 | 0.0564 | |
| FoolsGoldAttack Technique=Targeted2024.11 | 0.0575 | 0.2091 | |
| FoolsGoldAttack Technique=PGD2024.11 | 0.0575 | 0.2091 |