78 citations · 112 across the 10 of their papers we have counts for
3 papers · 1 filter
Membership Inference Attacks Against Time-Series Models
Noam Koren, Abigail Goldsteen, Guy Amit +1
Analyzing time-series data that contains personal information, particularly in the medical field, presents serious privacy concerns. Sensitive health data from patients is often us…
Is My Data in Your Retrieval Database? Membership Inference Attacks Against Retrieval Augmented Generation
Maya Anderson, Guy Amit, Abigail Goldsteen
Retrieval Augmented Generation (RAG) systems have shown great promise in natural language processing. However, their reliance on data stored in a retrieval database, which may cont…
SoK: Reducing the Vulnerability of Fine-tuned Language Models to Membership Inference Attacks
Guy Amit, Abigail Goldsteen, Ariel Farkash
Natural language processing models have experienced a significant upsurge in recent years, with numerous applications being built upon them. Many of these applications require fine…