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Membership Inference Attack on Wikipedia

0.9AUC

LiRA

Updated 1mo ago

Evaluation Results

Method	Links
LiRA 2023.05		0.9
Reference 2026.01		0.678
Reference 2026.01		0.676
Loss 2026.01		0.664
Loss 2026.01		0.662
Min-K% 2026.01		0.658
Min-K% 2026.01		0.656
ReCaLL 2026.01		0.652
ReCaLL 2026.01		0.651
SimMIA 2026.01		0.65
Loss 2026.01		0.649
SimMIA 2026.01		0.648
Min-K%++ 2026.01		0.642
Lowercase 2026.01		0.641
SimMIA 2026.01		0.641
Min-K% 2026.01		0.638
Min-K%++ 2026.01		0.638
PETAL 2026.01		0.637
PETAL 2026.01		0.636
Lowercase 2026.01		0.635
ReCaLL 2026.01		0.634
SimMIA 2026.01		0.631
Zlib 2026.01		0.63
Zlib 2026.01		0.63
Reference 2026.01		0.629
PETAL 2026.01		0.624
Loss 2026.01		0.623
Lowercase 2026.01		0.621
Min-K%++ 2026.01		0.621
SimMIA 2026.01		0.621
Neighbour Attack 2023.05		0.62
Neighbor 2026.01		0.618
Neighbor 2026.01		0.617
SimMIA 2026.01		0.617
SimMIA 2026.01		0.613
Zlib 2026.01		0.609
Neighbor 2026.01		0.609
PETAL 2026.01		0.601
Min-K% 2026.01		0.599
Lowercase 2026.01		0.586
Neighbor 2026.01		0.579
SimMIA 2026.01		0.573
Zlib 2026.01		0.565
ReCaLL 2026.01		0.559
Min-K%++ 2026.01		0.552
LiRA 2023.05		0.54
Name Cloze Queries 2026.04		0.538
Familiarity Ranking 2026.04		0.531
Familiarity Ranking 2026.04		0.528
SaMIA 2026.01		0.521
Familiarity Ranking 2026.04		0.521
Name Cloze Queries 2026.04		0.521
LOSS Attack 2023.05		0.52
SaMIA 2026.01		0.519
Familiarity Ranking 2026.04		0.519
Name Cloze Queries 2026.04		0.519
Reference 2026.01		0.517
DE-COP 2026.04		0.516
Probing 2026.04		0.516
SaMIA 2026.01		0.513
Familiarity Ranking 2026.04		0.509
DE-COP 2026.04		0.502
Probing 2026.04		0.502
DE-COP 2026.04		0.502
Probing 2026.04		0.502
Name Cloze Queries 2026.04		0.5
Probing 2026.04		0.5
Name Cloze Queries 2026.04		0.5
DE-COP 2026.04		0.498
Probing 2026.04		0.498
Probing 2026.04		0.498
Familiarity Ranking 2026.04		0.493
SaMIA 2026.01		0.491
Name Cloze Queries 2026.04		0.481
DE-COP 2026.04		0.46