Private vector-wise filtering on Private vector-wise filtering online phase (test)
0.08Runtime (s)Multi-Krum
Evaluation results
| Method | Links | |
|---|---|---|
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=4, Framework=ABBR2025.12 | 0.08 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=4, Framework=ABBR2025.12 | 0.09 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=4, Framework=ABBR2025.12 | 0.11 | |
| FABAModel=CNN (#params ≈ 266k), #clients=4, Framework=ABBR2025.12 | 0.11 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=ABBR2025.12 | 0.11 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=ABBR2025.12 | 0.11 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=8, Framework=ABBR2025.12 | 0.22 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=8, Framework=ABBR2025.12 | 0.22 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=8, Framework=ABBR2025.12 | 0.27 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=ABBR2025.12 | 0.4 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=ABBR2025.12 | 0.41 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=ABBR2025.12 | 0.43 | |
| FABAModel=CNN (#params ≈ 266k), #clients=8, Framework=ABBR2025.12 | 0.52 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=ABBR2025.12 | 0.52 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=8, Framework=ABBR2025.12 | 0.52 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=ABBR2025.12 | 0.58 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=ABBR2025.12 | 0.59 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=ABBR2025.12 | 0.64 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=16, Framework=ABBR2025.12 | 0.79 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=16, Framework=ABBR2025.12 | 0.84 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=16, Framework=ABBR2025.12 | 0.9 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=4, Framework=Baseline2025.12 | 1.15 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=16, Framework=ABBR2025.12 | 1.23 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=ABBR2025.12 | 1.29 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=ABBR2025.12 | 1.3 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=16, Framework=ABBR2025.12 | 1.32 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=ABBR2025.12 | 1.32 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=16, Framework=ABBR2025.12 | 1.38 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=8, Framework=ABBR2025.12 | 1.67 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=8, Framework=ABBR2025.12 | 1.67 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=4, Framework=Baseline2025.12 | 1.72 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=8, Framework=ABBR2025.12 | 1.72 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=4, Framework=Baseline2025.12 | 1.74 | |
| FABAModel=CNN (#params ≈ 266k), #clients=16, Framework=ABBR2025.12 | 2.25 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=16, Framework=ABBR2025.12 | 2.25 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=16, Framework=ABBR2025.12 | 2.25 | |
| FABAModel=CNN (#params ≈ 266k), #clients=4, Framework=Baseline2025.12 | 2.34 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=16, Framework=ABBR2025.12 | 2.73 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=16, Framework=ABBR2025.12 | 2.8 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=16, Framework=ABBR2025.12 | 2.86 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=32, Framework=ABBR2025.12 | 3.32 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=32, Framework=ABBR2025.12 | 3.8 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=32, Framework=ABBR2025.12 | 3.89 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=32, Framework=ABBR2025.12 | 4.01 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=32, Framework=ABBR2025.12 | 4.5 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=32, Framework=ABBR2025.12 | 4.59 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=8, Framework=Baseline2025.12 | 5.28 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=32, Framework=ABBR2025.12 | 6.5 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=8, Framework=Baseline2025.12 | 6.87 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=8, Framework=Baseline2025.12 | 6.92 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=32, Framework=ABBR2025.12 | 7 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=32, Framework=ABBR2025.12 | 7.09 | |
| FABAModel=CNN (#params ≈ 266k), #clients=8, Framework=Baseline2025.12 | 9.11 | |
| FABAModel=CNN (#params ≈ 266k), #clients=32, Framework=ABBR2025.12 | 9.7 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=32, Framework=ABBR2025.12 | 9.7 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=32, Framework=ABBR2025.12 | 9.7 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=Baseline2025.12 | 12 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=64, Framework=ABBR2025.12 | 13 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=64, Framework=ABBR2025.12 | 14 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=64, Framework=ABBR2025.12 | 16 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=64, Framework=ABBR2025.12 | 17 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=64, Framework=ABBR2025.12 | 17 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=64, Framework=ABBR2025.12 | 18 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=64, Framework=ABBR2025.12 | 18 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=Baseline2025.12 | 19 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=Baseline2025.12 | 19 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=16, Framework=Baseline2025.12 | 22 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=64, Framework=ABBR2025.12 | 22 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=64, Framework=ABBR2025.12 | 23 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=16, Framework=Baseline2025.12 | 24 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=16, Framework=Baseline2025.12 | 24 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=4, Framework=Baseline2025.12 | 25 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=128, Framework=ABBR2025.12 | 35 | |
| FABAModel=CNN (#params ≈ 266k), #clients=16, Framework=Baseline2025.12 | 36 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=128, Framework=ABBR2025.12 | 37 | |
| FABAModel=CNN (#params ≈ 266k), #clients=64, Framework=ABBR2025.12 | 45 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=64, Framework=ABBR2025.12 | 45 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=64, Framework=ABBR2025.12 | 45 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=128, Framework=ABBR2025.12 | 46 | |
| Multi-KrumModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=Baseline2025.12 | 47 | |
| Multi-KrumModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=Baseline2025.12 | 55 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=Baseline2025.12 | 68 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=Baseline2025.12 | 68 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=128, Framework=ABBR2025.12 | 70 | |
| FoolsGoldModel=ResNet-18 Light (#params ≈ 2.8M), #clients=128, Framework=ABBR2025.12 | 72 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=128, Framework=ABBR2025.12 | 76 | |
| FLAMEModel=ResNet-18 Light (#params ≈ 2.8M), #clients=128, Framework=ABBR2025.12 | 78 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=Baseline2025.12 | 81 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=Baseline2025.12 | 81 | |
| FoolsGoldModel=ResNet-18 (#params ≈ 11M), #clients=128, Framework=ABBR2025.12 | 81 | |
| FLAMEModel=ResNet-18 (#params ≈ 11M), #clients=128, Framework=ABBR2025.12 | 88 | |
| Multi-KrumModel=CNN (#params ≈ 266k), #clients=32, Framework=Baseline2025.12 | 89 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=4, Framework=Baseline2025.12 | 98 | |
| FoolsGoldModel=CNN (#params ≈ 266k), #clients=32, Framework=Baseline2025.12 | 103 | |
| FLAMEModel=CNN (#params ≈ 266k), #clients=32, Framework=Baseline2025.12 | 104 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=8, Framework=Baseline2025.12 | 111 | |
| FABAModel=CNN (#params ≈ 266k), #clients=32, Framework=Baseline2025.12 | 164 | |
| FABAModel=CNN (#params ≈ 266k), #clients=128, Framework=ABBR2025.12 | 210 | |
| FABAModel=ResNet-18 Light (#params ≈ 2.8M), #clients=128, Framework=ABBR2025.12 | 210 | |
| FABAModel=ResNet-18 (#params ≈ 11M), #clients=128, Framework=ABBR2025.12 | 210 |