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Property Inference Defense on ChatDoctor CC
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0.0354
Generation Attack MAE
No Defense
0.029864
0.067232
0.1046
0.141968
Jun 8, 2026
Generation Attack MAE
Shadow-model Attack MAE
F1 Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Generation Attack MAE
Shadow-model Attack MAE
F1 Score
No Defense
2026.06
0.0354
0.0332
84.07
Temp Scaling
2026.06
0.0919
0.2885
80.23
Reference Baselines
2026.06
0.13
-
84.62
GRPO
2026.06
0.1357
0.0823
84.1
Subsampling
2026.06
0.1392
0.1336
84.51
DPO
2026.06
0.1738
0.0692
84.21
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