User Inference Attack on Finance
0.65AUCUser-Match (Strings)
Evaluation Results
| Method | Links | |
|---|---|---|
| User-Match (Strings)feature=Strings2026.06 | 0.65 | |
| User-Match TestData Generation=SFT, Feature Extraction=Substring features2026.06 | 0.63 | |
| User-Match (Embeddings)feature=Embeddings2026.06 | 0.53 | |
| Canary-Echo2026.06 | 0.53 | |
| User-Match TestData Generation=SFT, Feature Extraction=Embeddings features2026.06 | 0.53 | |
| User-Match TestData Generation=DP-SGD, Feature Extraction=Substring features2026.06 | 0.52 | |
| User-Match TestData Generation=DP-SGD, Feature Extraction=Embeddings features2026.06 | 0.5 | |
| Canary-EchoData Generation=DP-SGD2026.06 | 0.49 | |
| Canary-EchoData Generation=SFT2026.06 | 0.48 |