Membership Inference Advantage Bounding on Uniform prior size 10
0.976Advantage Upper BoundGuo et al. (2022b)
Evaluation results
| Method | Links | |
|---|---|---|
| Guo et al. (2022b)sigma=0.52023.02 | 0.976 | |
| Guo et al. (2022b) (MC)sigma=0.5, Monte-Carlo approximation=true2023.02 | 0.771 | |
| ReRo boundsigma=0.52023.02 | 0.737 | |
| Guo et al. (2022b)sigma=12023.02 | 0.593 | |
| Guo et al. (2022b) (MC)sigma=1, Monte-Carlo approximation=true2023.02 | 0.397 | |
| Guo et al. (2022b)sigma=1.52023.02 | 0.38 | |
| ReRo boundsigma=12023.02 | 0.322 | |
| Guo et al. (2022b)sigma=22023.02 | 0.274 | |
| Guo et al. (2022b) (MC)sigma=1.5, Monte-Carlo approximation=true2023.02 | 0.257 | |
| Guo et al. (2022b)sigma=2.52023.02 | 0.213 | |
| ReRo boundsigma=1.52023.02 | 0.189 | |
| Guo et al. (2022b) (MC)sigma=2, Monte-Carlo approximation=true2023.02 | 0.184 | |
| Guo et al. (2022b)sigma=32023.02 | 0.174 | |
| Guo et al. (2022b) (MC)sigma=2.5, Monte-Carlo approximation=true2023.02 | 0.144 | |
| ReRo boundsigma=22023.02 | 0.128 | |
| Guo et al. (2022b) (MC)sigma=3, Monte-Carlo approximation=true2023.02 | 0.118 | |
| ReRo boundsigma=2.52023.02 | 0.099 | |
| ReRo boundsigma=32023.02 | 0.08 |