Membership Inference

Song & Shmatikov 2018 - Auditing Data Provenance in Text-Generation Models Membership inference attack for language models

Shi et al 2023 - Detecting Pretraining Data from Large Language Models

Duan et al 2024 - Do Membership Inference Attacks Work on Large Language Models?

Kassem et al 2024 - Alpaca against Vicuna: Using LLMs to Uncover Memorization of LLMs

Hayes et al 2025 - Strong Membership Inference Attacks on Massive Datasets and (Moderately) Large Language Models

Hisamoto et al 2020 - Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?

Carlini et al 2021 - Membership Inference Attacks From First Principles