Learning to Detect Language Model Training Data via Active Reconstruction

Junjie Oscar Yin, John X. Morris, Vitaly Shmatikov +2

Detecting LLM training data is generally framed as a membership inference attack (MIA) problem. However, conventional MIAs operate passively on fixed model weights, using log-likel…