Communication Overhead Measurement on Private Vector-wise Filtering Online Phase
0.0006Communication Overhead (GB)ABBR
Evaluation Results
| Method | Links | |
|---|---|---|
| ABBRModel=CNN, #params=~ 266k, #clients=4, Filtering Rule=FABA2025.12 | 0.0006 | |
| ABBRModel=CNN, #params=~ 266k, #clients=4, Filtering Rule=Multi-Krum2025.12 | 0.003 | |
| ABBRModel=CNN, #params=~ 266k, #clients=4, Filtering Rule=FoolsGold2025.12 | 0.003 | |
| ABBRModel=CNN, #params=~ 266k, #clients=4, Filtering Rule=FLAME2025.12 | 0.003 | |
| Multi-KrumModel=CNN, #params=~ 266k, #clients=4, Framework=Baseline2025.12 | 0.04 | |
| FoolsGoldModel=CNN, #params=~ 266k, #clients=4, Framework=Baseline2025.12 | 0.08 | |
| FLAMEModel=CNN, #params=~ 266k, #clients=4, Framework=Baseline2025.12 | 0.08 | |
| FABAModel=CNN, #params=~ 266k, #clients=4, Framework=Baseline2025.12 | 0.13 | |
| ABBRModel=ResNet-18, #params=~ 11M, #clients=32, Filtering Rule=Multi-Krum2025.12 | 0.2 | |
| ABBRModel=ResNet-18 Light, #params=~ 2.8M, #clients=64, Filtering Rule=Multi-Krum2025.12 | 0.23 | |
| ABBRModel=CNN, #params=~ 266k, #clients=128, Filtering Rule=FLAME2025.12 | 0.9 | |
| ABBRModel=CNN, #params=~ 266k, #clients=128, Filtering Rule=Multi-Krum2025.12 | 0.98 | |
| ABBRModel=ResNet-18 Light, #params=~ 2.8M, #clients=128, Filtering Rule=Multi-Krum2025.12 | 1.02 | |
| ABBRModel=ResNet-18, #params=~ 11M, #clients=128, Filtering Rule=Multi-Krum2025.12 | 1.14 | |
| ABBRModel=CNN, #params=~ 266k, #clients=128, Filtering Rule=FoolsGold2025.12 | 1.25 | |
| ABBRModel=CNN, #params=~ 266k, #clients=128, Filtering Rule=FABA2025.12 | 1.66 | |
| ABBRModel=ResNet-18, #params=~ 11M, #clients=128, Filtering Rule=FABA2025.12 | 1.66 | |
| Multi-KrumModel=ResNet-18 Light, #params=~ 2.8M, #clients=64, Framework=Baseline2025.12 | 168 |