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ResearchFormerly WizWand

Membership Inference Attack on WikiMIA K = 16

0.643Attack PowerJECS
-0.025720.147890.32150.49511May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
JECSModel=NeoX-20B, Score function=Min-K%++, alpha=0.3, K=162026.050.643
JECSModel=LLaMA-7B, Score function=Min-K%++, alpha=0.3, K=162026.050.592
JMCSModel=NeoX-20B, Score function=Min-K%++, alpha=0.3, K=162026.050.58
JECSModel=NeoX-20B, Score function=Min-K%++, alpha=0.2, K=162026.050.574
JECSModel=NeoX-20B, Score function=Perplexity, alpha=0.3, K=162026.050.565
JECSModel=NeoX-20B, Score function=Min-K%, alpha=0.3, K=162026.050.529
JECSModel=LLaMA-7B, Score function=Min-K%++, alpha=0.2, K=162026.050.527
JMCSModel=LLaMA-7B, Score function=Min-K%++, alpha=0.3, K=162026.050.526
JMCSModel=NeoX-20B, Score function=Min-K%++, alpha=0.2, K=162026.050.499
JECSModel=Pythia-6.9B, Score function=Min-K%++, alpha=0.3, K=162026.050.486
JECSModel=LLaMA-7B, Score function=Min-K%, alpha=0.3, K=162026.050.469
JECSModel=NeoX-20B, Score function=M-Entropy, alpha=0.3, K=162026.050.46
JMCSModel=LLaMA-7B, Score function=Min-K%++, alpha=0.2, K=162026.050.456
JECSModel=NeoX-20B, Score function=Min-K%++, alpha=0.1, K=162026.050.443
JECSModel=LLaMA-7B, Score function=Perplexity, alpha=0.3, K=162026.050.439
JECSModel=LLaMA-7B, Score function=Min-K%++, alpha=0.1, K=162026.050.4
JECSModel=NeoX-20B, Score function=Perplexity, alpha=0.2, K=162026.050.394
JMCSModel=NeoX-20B, Score function=Min-K%++, alpha=0.1, K=162026.050.382
JECSModel=LLaMA-7B, Score function=M-Entropy, alpha=0.3, K=162026.050.363
JECSModel=NeoX-20B, Score function=Min-K%, alpha=0.2, K=162026.050.358
JMCSModel=NeoX-20B, Score function=Min-K%, alpha=0.3, K=162026.050.358
JMCSModel=NeoX-20B, Score function=Perplexity, alpha=0.3, K=162026.050.326
JECSModel=LLaMA-7B, Score function=Min-K%, alpha=0.2, K=162026.050.316
JECSModel=Pythia-6.9B, Score function=Min-K%, alpha=0.3, K=162026.050.311
JMCSModel=LLaMA-7B, Score function=Min-K%, alpha=0.3, K=162026.050.301
JECSModel=NeoX-20B, Score function=M-Entropy, alpha=0.2, K=162026.050.283
JECSModel=Pythia-6.9B, Score function=Min-K%++, alpha=0.2, K=162026.050.232
JMCSModel=NeoX-20B, Score function=M-Entropy, alpha=0.3, K=162026.050.229
JMCSModel=Pythia-6.9B, Score function=Min-K%++, alpha=0.3, K=162026.050.181
JMCSModel=LLaMA-7B, Score function=Min-K%, alpha=0.2, K=162026.050.178
JECSModel=LLaMA-7B, Score function=Perplexity, alpha=0.2, K=162026.050.171
JECSModel=Pythia-6.9B, Score function=Perplexity, alpha=0.3, K=162026.050.168
JMCSModel=NeoX-20B, Score function=Min-K%, alpha=0.2, K=162026.050.152
JECSModel=LLaMA-7B, Score function=Min-K%, alpha=0.1, K=162026.050.133
JECSModel=LLaMA-7B, Score function=M-Entropy, alpha=0.2, K=162026.050.13
JECSModel=Pythia-6.9B, Score function=M-Entropy, alpha=0.3, K=162026.050.125
JMCSModel=LLaMA-7B, Score function=Min-K%++, alpha=0.1, K=162026.050.12
JECSModel=NeoX-20B, Score function=Perplexity, alpha=0.1, K=162026.050.094
JMCSModel=NeoX-20B, Score function=Perplexity, alpha=0.2, K=162026.050.089
JMCSModel=LLaMA-7B, Score function=Perplexity, alpha=0.3, K=162026.050.088
JECSModel=NeoX-20B, Score function=Min-K%, alpha=0.1, K=162026.050.067
JMCSModel=LLaMA-7B, Score function=M-Entropy, alpha=0.3, K=162026.050.064
JECSModel=Pythia-6.9B, Score function=Perplexity, alpha=0.2, K=162026.050.048
JMCSModel=Pythia-6.9B, Score function=Perplexity, alpha=0.3, K=162026.050.043
JMCSModel=NeoX-20B, Score function=M-Entropy, alpha=0.2, K=162026.050.041
JECSModel=Pythia-6.9B, Score function=Min-K%, alpha=0.2, K=162026.050.036
JECSModel=Pythia-6.9B, Score function=M-Entropy, alpha=0.2, K=162026.050.034
JMCSModel=Pythia-6.9B, Score function=M-Entropy, alpha=0.3, K=162026.050.031
JMCSModel=Pythia-6.9B, Score function=Min-K%, alpha=0.3, K=162026.050.029
JMCSModel=LLaMA-7B, Score function=Min-K%, alpha=0.1, K=162026.050.018
JECSModel=NeoX-20B, Score function=M-Entropy, alpha=0.1, K=162026.050.017
JMCSModel=Pythia-6.9B, Score function=Perplexity, alpha=0.2, K=162026.050.012
JMCSModel=Pythia-6.9B, Score function=M-Entropy, alpha=0.2, K=162026.050.011
JECSModel=LLaMA-7B, Score function=Perplexity, alpha=0.1, K=162026.050.01
JMCSModel=LLaMA-7B, Score function=Perplexity, alpha=0.2, K=162026.050.01
JMCSModel=Pythia-6.9B, Score function=Min-K%++, alpha=0.2, K=162026.050.01
JECSModel=Pythia-6.9B, Score function=Perplexity, alpha=0.1, K=162026.050.008
JMCSModel=LLaMA-7B, Score function=M-Entropy, alpha=0.2, K=162026.050.007
JMCSModel=NeoX-20B, Score function=Min-K%, alpha=0.1, K=162026.050.006
JECSModel=LLaMA-7B, Score function=M-Entropy, alpha=0.1, K=162026.050.006
JECSModel=Pythia-6.9B, Score function=M-Entropy, alpha=0.1, K=162026.050.004
JECSModel=Pythia-6.9B, Score function=Min-K%++, alpha=0.1, K=162026.050.003
JMCSModel=Pythia-6.9B, Score function=Min-K%, alpha=0.2, K=162026.050.003
JECSModel=Pythia-6.9B, Score function=Min-K%, alpha=0.1, K=162026.050.001
JMCSModel=NeoX-20B, Score function=Perplexity, alpha=0.1, K=162026.050
JMCSModel=NeoX-20B, Score function=M-Entropy, alpha=0.1, K=162026.050
JMCSModel=LLaMA-7B, Score function=Perplexity, alpha=0.1, K=162026.050
JMCSModel=LLaMA-7B, Score function=M-Entropy, alpha=0.1, K=162026.050
JMCSModel=Pythia-6.9B, Score function=Perplexity, alpha=0.1, K=162026.050
JMCSModel=Pythia-6.9B, Score function=Min-K%++, alpha=0.1, K=162026.050
JMCSModel=Pythia-6.9B, Score function=Min-K%, alpha=0.1, K=162026.050
JMCSModel=Pythia-6.9B, Score function=M-Entropy, alpha=0.1, K=162026.050