Membership Inference Attack on Enron
0.5904AUCFFT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FFTPrivacy Budget (epsilon)=5.0, Training=DP-SGD2026.01 | 0.5904 | 0.1574 | |
| LoRA (avg.)Privacy Budget (epsilon)=5.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5843 | 0.1589 | |
| FFTPrivacy Budget (epsilon)=3.0, Training=DP-SGD2026.01 | 0.5766 | 0.1529 | |
| LoRA (avg.)Privacy Budget (epsilon)=3.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5699 | 0.1491 | |
| FFTPrivacy Budget (epsilon)=1.0, Training=DP-SGD2026.01 | 0.5506 | 0.1184 | |
| FFTPrivacy Budget (epsilon)=0.5, Training=DP-SGD2026.01 | 0.54 | 0.1124 | |
| LoRA (avg.)Privacy Budget (epsilon)=1.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5372 | 0.1211 | |
| LoRA (avg.)Privacy Budget (epsilon)=0.5, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5249 | 0.1114 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=5.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5204 | 0.1123 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=3.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5176 | 0.1119 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=1.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5148 | 0.1087 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=0.5, Training=DP-SGD, Ranks averaged=2-162026.01 | 0.5136 | 0.1066 |