FiMMIA

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Fidelity-based Multimodal Membership Inference Attack

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First seen: Apr 18, 2026Last active: 5h ago

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Research MilestoneJan 1, 2026
Paper accepted at EACL 2026 exposing broken MIA benchmarks and challenging Hessian theory
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venue:
EACL 2026
key finding:
MIA benchmarks suffer from data leakage, model-free classifiers achieve up to 99.9% AUC

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Membership Inference Attack
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FiMMIA Paper Exposes Broken MIA Benchmarks, Challenges Hessian Theory
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A paper accepted at EACL 2026 shows membership inference attack (MIA) benchmarks suffer from data leakage, allowing model-free classifiers to achieve
5h ago84 relevance

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