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Membership Inference Attack on Flickr

27.7TPR @ 5% FPR

AutoMIA

Updated 16d ago

Evaluation Results

Method
AutoMIA 2026.03	27.7	71.9	14.5
Max Prob Gap 2026.04	23	-	-
Rényi 2026.04	21.7	-	-
Rényi 2026.04	21.3	-	-
AutoMIA 2026.04	21	-	-
OpenEvolve 2026.03	20.8	63.6	5.7
AutoMIA 2026.03	18.9	77	4.4
Max Prob Gap 2026.04	18.3	-	-
Rényi 2026.04	18	-	-
AutoMIA 2026.04	17.7	-	-
Li et al., 2024 2026.03	16.4	73.6	7.5
Max Prob Gap 2026.04	16	-	-
Max Prob Gap 2026.04	16	-	-
Rényi 2026.04	15.3	-	-
AutoMIA 2026.04	14.3	-	-
AutoMIA 2026.04	14.3	-	-
Li et al., 2024 2026.03	13.2	59	3.1
Perplexity 2026.04	13	-	-
Min-k Prob 2026.04	13	-	-
AutoMIA 2026.04	12.3	-	-
AutoMIA 2026.04	12.3	-	-
Rényi 2026.04	12	-	-
AutoMIA 2026.04	12	-	-
ModRényi 2026.04	11.7	-	-
Rényi 2026.04	11.7	-	-
AutoMIA 2026.04	11.7	-	-
Min-k Prob 2026.04	11.3	-	-
ModRényi 2026.04	11.3	-	-
ModRényi 2026.04	11.3	-	-
ModRényi 2026.04	11.3	-	-
Rényi 2026.04	11.3	-	-
ModRényi 2026.04	11	-	-
Rényi 2026.04	11	-	-
Rényi 2026.04	10.7	-	-
Rényi 2026.04	10.7	-	-
ModRényi 2026.04	10	-	-
AutoMIA 2026.04	10	-	-
Perplexity 2026.04	9.7	-	-
Min-k Prob 2026.04	9.7	-	-
ModRényi 2026.04	9.7	-	-
AutoMIA 2026.04	9.7	-	-
Min-k Prob 2026.04	9.3	-	-
Rényi 2026.04	9.3	-	-
ModRényi 2026.04	9	-	-
Rényi 2026.04	9	-	-
Rényi 2026.04	8.7	-	-
Perplexity 2026.04	8.3	-	-
Min-k Prob 2026.04	8.3	-	-
Min-k Prob 2026.04	8.3	-	-
Min-k Prob 2026.04	8.3	-	-
Rényi 2026.04	8.3	-	-
OpenEvolve 2026.03	8.2	72.5	1.3
Rényi 2026.04	8	-	-
Rényi 2026.04	8	-	-
Max Prob Gap 2026.04	7.7	-	-
ModRényi 2026.04	7.7	-	-
Rényi 2026.04	7.7	-	-
ModRényi 2026.04	7.3	-	-
ModRényi 2026.04	7.3	-	-
AutoMIA 2026.04	7.3	-	-
Perplexity 2026.04	7	-	-
Aug-KL 2026.04	6.7	-	-
Aug-KL 2026.04	6.7	-	-
Min-k Prob 2026.04	6.7	-	-
Rényi 2026.04	6.7	-	-
Rényi 2026.04	6.7	-	-
Aug-KL 2026.04	6.3	-	-
ModRényi 2026.04	6.3	-	-
Rényi 2026.04	6.3	-	-
Max Prob Gap 2026.04	6	-	-
Min-k Prob 2026.04	6	-	-
Max Prob Gap 2026.04	5.7	-	-
Aug-KL 2026.04	5.7	-	-
Aug-KL 2026.04	5.7	-	-
Min-k Prob 2026.04	5.4	-	-
Min-k Prob 2026.04	5.4	-	-
Min-k Prob 2026.04	5.3	-	-
Max Prob Gap 2026.04	5	-	-
Min-k Prob 2026.04	4.4	-	-
Aug-KL 2026.04	4.3	-	-
Rényi 2026.04	4.3	-	-
Rényi 2026.04	4.3	-	-
Aug-KL 2026.04	4	-	-
Min-k Prob 2026.04	4	-	-
ModRényi 2026.04	4	-	-
Rényi 2026.04	4	-	-
Aug-KL 2026.04	3.3	-	-
Min-k Prob 2026.04	3.3	-	-
Rényi 2026.04	3.3	-	-
Max Prob Gap 2026.04	3	-	-
Min-k Prob 2026.04	3	-	-
Min-k Prob 2026.04	3	-	-
ModRényi 2026.04	3	-	-
Max Prob Gap 2026.04	2.7	-	-
Aug-KL 2026.04	2.7	-	-
Min-k Prob 2026.04	2.7	-	-
Min-k Prob 2026.04	2.7	-	-
ModRényi 2026.04	2.7	-	-
ModRényi 2026.04	2.7	-	-
ModRényi 2026.04	2.7	-	-

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