2 papers
cs.CR2025
MIA-EPT: Membership Inference Attack via Error Prediction for Tabular Data
Eyal German, Daniel Samira, Yuval Elovici +1
Synthetic data generation plays an important role in enabling data sharing, particularly in sensitive domains like healthcare and finance. Recent advances in diffusion models have…
cs.CR2025
Tab-MIA: A Benchmark Dataset for Membership Inference Attacks on Tabular Data in LLMs
Eyal German, Sagiv Antebi, Daniel Samira +2
Large language models (LLMs) are increasingly trained on tabular data, which, unlike unstructured text, often contains personally identifiable information (PII) in a highly structu…