notesum.ai
Published at November 17CLMIA: Membership Inference Attacks via Unsupervised Contrastive Learning
cs.AI
cs.CR
Released Date: November 17, 2024
Authors: Depeng Chen1, Xiao Liu1, Jie Cui1, Hong Zhong1
Aff.: 1Anhui University

| Dataset | Model Structure | Train acc | Test acc |
|---|---|---|---|
| CIFAR-10 | CNN | 100% | 77.6% |
| VGG-19 | 100% | 92.7% | |
| Resnet-18 | 100% | 88.7% | |
| CIFAR-100 | CNN | 99.9% | 43.7% |
| VGG-19 | 99.9% | 71.5% | |
| Resnet-18 | 99.9% | 67.9% | |
| STL-10 | CNN | 100% | 58.4% |
| VGG-19 | 86.2% | 56.9% | |
| Resnet-18 | 100% | 77.5% |