Membership Inference Attack on SVHN
1AUCFedGA
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FedGA2025.12 | 1 | 100 | — | — | — | — | — | — | — | — | — | |
| Tmc_cal#mc=52026.03 | 0.7943 | — | 16.46 | — | — | — | — | — | — | — | — | |
| FedKD2025.12 | 0.755 | 65.5 | — | — | — | — | — | — | — | — | — | |
| Adversarially Robust LiRAlambda=5, perturbation budget=4.0/2552026.04 | 0.7273 | — | 2.7 | — | — | — | — | 34 | 11.5 | 20.35 | 38.65 | |
| Tmc2026.03 | 0.7092 | — | 1.54 | — | — | — | — | — | — | — | — | |
| FedR2S2025.12 | 0.691 | 60.6 | — | — | — | — | — | — | — | — | — | |
| REMISVFU2025.12 | 0.684 | 59.9 | — | — | — | — | — | — | — | — | — | |
| Adversarially Robust LiRAlambda=10, perturbation budget=4.0/2552026.04 | 0.6828 | — | 2 | — | — | — | — | 37.6 | 8.75 | 16.55 | 29.5 | |
| Tnaive2026.03 | 0.6804 | — | 1.89 | — | — | — | — | — | — | — | — | |
| FedRetrainstatus=Gold2025.12 | 0.655 | 62 | — | — | — | — | — | — | — | — | — | |
| Adversarially Robust LiRAlambda=15, perturbation budget=4.0/2552026.04 | 0.6493 | — | 1.65 | — | — | — | — | 40.35 | 7.4 | 13.9 | 24.5 | |
| Adversarially Robust LiRAlambda=20, perturbation budget=4.0/2552026.04 | 0.625 | — | 1.6 | — | — | — | — | 42.4 | 6.4 | 12 | 22.7 | |
| Adversarially Robust LiRAlambda=25, perturbation budget=4.0/2552026.04 | 0.6068 | — | 1.45 | — | — | — | — | 43.65 | 5.95 | 10.8 | 20.2 | |
| Adversarially Robust LiRAlambda=30, perturbation budget=4.0/2552026.04 | 0.5926 | — | 1.45 | — | — | — | — | 44.65 | 5.4 | 10.15 | 18.6 | |
| Adversarially Robust LiRAlambda=35, perturbation budget=4.0/2552026.04 | 0.5812 | — | 1.35 | — | — | — | — | 45.5 | 5.15 | 9.4 | 17.5 | |
| LiRA Baselineperturbation budget=4.0/2552026.04 | 0.5079 | — | 1.05 | — | — | — | — | 51.3 | 2.85 | 5.3 | 11.35 | |
| Member Fabrication AttackPerturbation=∥δ∥∞ ≤ 4.0/2552026.04 | — | — | — | 0.9618 | 0.5905 | 0.9372 | 0.5671 | — | — | — | — | |
| Member Fabrication AttackPerturbation=||δ||∞ ≤ 4.0/2552026.04 | — | — | — | 89.7 | 0.6045 | 0.882 | 0.5325 | — | — | — | — | |
| NaturalPerturbation=Natural2026.04 | — | — | — | 0.4448 | 0.3936 | 0.4284 | 0.3885 | — | — | — | — | |
| NaturalPerturbation=Natural2026.04 | — | — | — | 46.9 | 0.439 | 0.464 | 0.4375 | — | — | — | — |