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Text Membership Inference Attack on LLaVA VLLM Tuning

0.993AUC

ModRényi

Updated 1mo ago

Evaluation Results

Method	Links
ModRényi 2024.11		0.993
Perplexity 2024.11		0.988
Perplexity/zlib 2024.11		0.986
Min-K% 2024.11		0.98
ModRényi 2024.11		0.979
Perplexity/lowercase 2024.11		0.977
ModRényi 2024.11		0.963
Perplexity/lowercase 2024.11		0.962
Min-K% 2024.11		0.883
MaxRényi-K% 2024.11		0.835
ModRényi 2024.11		0.809
MaxRényi-K% 2024.11		0.809
ModRényi 2024.11		0.808
MaxRényi-K% 2024.11		0.787
Perplexity 2024.11		0.779
ModRényi 2024.11		0.779
MaxRényi-K% 2024.11		0.776
MaxRényi-K% 2024.11		0.763
MaxRényi-K% 2024.11		0.75
MaxRényi-K% 2024.11		0.709
MaxRényi-K% 2024.11		0.694
MaxRényi-K% 2024.11		0.638
MaxRényi-K% 2024.11		0.625
MaxRényi-K% 2024.11		0.618
Perplexity/zlib 2024.11		0.609
MaxRényi-K% 2024.11		0.607
Min-K% 2024.11		0.603
MaxRényi-K% 2024.11		0.6
MaxRényi-K% 2024.11		0.589
MaxRényi-K% 2024.11		0.579
MaxRényi-K% 2024.11		0.566
MaxRényi-K% 2024.11		0.564
MaxRényi-K% 2024.11		0.557
MaxRényi-K% 2024.11		0.554
MaxRényi-K% 2024.11		0.553
MaxRényi-K% 2024.11		0.552
Max_Prob_Gap 2024.11		0.545
Min-K% 2024.11		0.522
Min-K% 2024.11		0.522
MaxRényi-K% 2024.11		0.514
MaxRényi-K% 2024.11		0.506
Min-K% 2024.11		0.461
Max_Prob_Gap 2024.11		0.461
MaxRényi-K% 2024.11		0.458