Membership Inference Attack on PTB
59.28AUCFFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FFTPrivacy Budget (epsilon)=5.0, Training=DP-SGD2026.01 | 59.28 | 19.25 | |
| LoRA (avg.)Privacy Budget (epsilon)=5.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 58.58 | 18.14 | |
| LoRA (avg.)Privacy Budget (epsilon)=3.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 56.55 | 15.27 | |
| FFTPrivacy Budget (epsilon)=3.0, Training=DP-SGD2026.01 | 56.32 | 15.23 | |
| LoRA (avg.)Privacy Budget (epsilon)=1.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 53.57 | 12.18 | |
| LoRA (avg.)Privacy Budget (epsilon)=0.5, Training=DP-SGD, Ranks averaged=2-162026.01 | 52.62 | 10.88 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=5.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 52.19 | 9.84 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=3.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 51.82 | 9.45 | |
| FFTPrivacy Budget (epsilon)=1.0, Training=DP-SGD2026.01 | 51.74 | 11.49 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=1.0, Training=DP-SGD, Ranks averaged=2-162026.01 | 51.65 | 9.34 | |
| TTLoRA (avg.)Privacy Budget (epsilon)=0.5, Training=DP-SGD, Ranks averaged=2-162026.01 | 51.62 | 9.41 | |
| FFTPrivacy Budget (epsilon)=0.5, Training=DP-SGD2026.01 | 50.09 | 10.63 |