Malicious client detection on CIFAR-10
100PrecisionFLANDERS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FLANDERSAttack Strategy=GAUSS, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack Strategy=LIE, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack Strategy=OPT, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack Strategy=AGR-MM, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack type=GAUSS, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack type=LIE, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack type=OPT, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 100 | 100 | |
| FLANDERSAttack type=AGR-MM, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 100 | 100 | |
| FLDetectorAttack Strategy=GAUSS, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 80 | 80 | |
| FLDetectorAttack Strategy=LIE, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 80 | 80 | |
| FLDetectorAttack Strategy=OPT, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 80 | 80 | |
| FLDetectorAttack Strategy=AGR-MM, Malicious client ratio (r)=0.8, Training rounds (T)=502023.03 | 80 | 80 | |
| FLDetectorAttack type=LIE, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 61 | 61 | |
| FLDetectorAttack type=GAUSS, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 60 | 60 | |
| FLDetectorAttack type=OPT, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 60 | 60 | |
| FLDetectorAttack type=AGR-MM, Attack ratio (r)=0.6, Number of rounds (T)=502023.03 | 60 | 60 |