Federated Recommendation on MIND
97.51AccuracyEnCAgg
Evaluation Results
| Method | Links | |
|---|---|---|
| EnCAggMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 97.51 | |
| FLGuardianMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 97.37 | |
| DPFLAMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 97.2 | |
| Trimmed MeanMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 96.13 | |
| FLTrustMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 95.94 | |
| FedSGDMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 95.47 | |
| MedianMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 95.14 | |
| EnCAggMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 94.67 | |
| KrumMalicious Client Ratio=10%, Attack Type=Adaptive Attack2026.05 | 94.65 | |
| FLTrustMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 76.08 | |
| Trimmed MeanMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 73.97 | |
| FedSGDMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 73.11 | |
| FLGuardianMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 71.93 | |
| MedianMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 70.99 | |
| DPFLAMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 70.8 | |
| KrumMalicious Client Ratio=60%, Attack Type=Adaptive Attack2026.05 | 69.71 |