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Membership Inference Attack on ArxivMIA
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8.6
TPR@5%FPR
Probe Attack (Probe w. Synthetic Data)
2.256
3.903
5.55
7.197
Jun 3, 2024
TPR@5%FPR
Updated 4d ago
Evaluation Results
Method
Method
Links
TPR@5%FPR
Probe Attack (Probe w. Synthetic Data)
Target Model=TinyLLaMA
2024.06
8.6
Smaller Model
Target Model=OpenLLaMA
2024.06
8.5
Probe Attack (Probe w. Real Data)
Target Model=TinyLLaMA
2024.06
7.5
Probe Attack (Probe w. Real Data)
Target Model=OpenLLaMA
2024.06
7.4
Neighbor Attack
Target Model=OpenLLaMA
2024.06
7.3
Probe Attack (Probe w. Synthetic Data)
Target Model=OpenLLaMA
2024.06
6.8
Neighbor Attack
Target Model=TinyLLaMA
2024.06
6.5
Lowercased Text
Target Model=OpenLLaMA
2024.06
6.3
Loss Attack
Target Model=OpenLLaMA
2024.06
5.6
Loss Attack
Target Model=TinyLLaMA
2024.06
5.1
Min-K% Prob
Target Model=OpenLLaMA
2024.06
5.1
Min-K% Prob
Target Model=TinyLLaMA
2024.06
4.5
Lowercased Text
Target Model=TinyLLaMA
2024.06
4.3
Zlib Compression
Target Model=OpenLLaMA
2024.06
3.5
Zlib Compression
Target Model=TinyLLaMA
2024.06
2.5
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