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ResearchFormerly WizWand

Membership Inference Attack on MSC

1ROC-AUCMRMMIA
0.5840.6920.80.908May 27, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MRMMIAMemory Backend=MemGPT, Access Setting=Black-box2026.0510.9991.4
MRMMIAMemory=MemGPT, Access Setting=gray-box2026.0510.9992
MRMMIAMemory=Mem0, Access Setting=white-box2026.051198.8
MRMMIAMemory=MemGPT, Access Setting=white-box2026.051199
MRMMIAMemory Backend=Mem0, Access Setting=Black-box2026.050.990.9983.8
MRMMIAMemory=Mem0, Access Setting=gray-box2026.050.990.9987.2
Naive ProbeMemory=Mem0, Access Setting=white-box2026.050.990.9995.7
IAMemory=Mem0, Access Setting=white-box2026.050.990.9975
Naive ProbeMemory=MemGPT, Access Setting=white-box2026.050.990.9996.8
IAMemory=MemGPT, Access Setting=white-box2026.050.990.9975.5
IAMemory Backend=Mem0, Access Setting=Black-box2026.050.980.9742.7
Naive ProbeMemory Backend=MemGPT, Access Setting=Black-box2026.050.980.970
IAMemory Backend=MemGPT, Access Setting=Black-box2026.050.980.9749.6
ReferenceMemory=Mem0, Access Setting=gray-box2026.050.980.9739.5
Naive ProbeMemory=Mem0, Access Setting=gray-box2026.050.980.9747.6
IAMemory=Mem0, Access Setting=gray-box2026.050.980.9749.5
ReferenceMemory=MemGPT, Access Setting=gray-box2026.050.980.9873.3
Naive ProbeMemory=MemGPT, Access Setting=gray-box2026.050.980.9873.5
IAMemory=MemGPT, Access Setting=gray-box2026.050.980.9861.4
Naive ProbeMemory Backend=Mem0, Access Setting=Black-box2026.050.970.960
LossMemory=MemGPT, Access Setting=gray-box2026.050.780.786
MinKMemory=MemGPT, Access Setting=gray-box2026.050.760.776.5
LossMemory=Mem0, Access Setting=gray-box2026.050.620.636.2
MinKMemory=Mem0, Access Setting=gray-box2026.050.60.626.2