Automated Membership Inference Attacks (AutoMIA): Discovering MIA Signal Computations using LLM Agents

Toan Tran, Olivera Kotevska, Li Xiong

Membership inference attacks (MIAs), which enable adversaries to determine whether specific data points were part of a model's training dataset, have emerged as an important framew…